# COMPSCI 681: Senior Honors Thesis | UW–Madison

[View on UW Courses](https://uwcourses.com/courses/COMPSCI_681)

## Dataset

### revision

e243353dcb7d79b7247ced91d69443ef4c2a6349

### repository

twangodev/uwcourses

### schema version

6

### importer version

7

### projection id

52a78527ff09011d88cb04c7d43867d9fbfec2930bf1dd2ec359ebd2844e0b07

### observed at

2026-09-07T15:55:43.033547+00:00

### built at

2026-09-10T19:50:42.743001+00:00

### courses

8951

### current instructors

5754

### limited

false

### terms

* 1272
* 1264
* 1262
* 1254
* 1252
* 1244
* 1242
* 1234
* 1232
* 1224
* 1222
* 1212
* 1204
* 1202
* 1194
* 1192
* 1184
* 1182
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* 1172
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* 1162
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### term

1272

### departments

| subject   | count |
| --------- | ----- |
| AAE       | 90    |
| ABT       | 20    |
| ACCTIS    | 36    |
| ACTSCI    | 14    |
| AFAERO    | 10    |
| AFRICAN   | 87    |
| AFROAMER  | 71    |
| AGROECOL  | 21    |
| AMERIND   | 53    |
| ANAT\&PHY | 7     |
| ANATOMY   | 2     |
| ANESTHES  | 8     |
| ANSCI     | 57    |
| ANTHRO    | 95    |
| ART       | 125   |
| ARTED     | 10    |
| ARTHIST   | 121   |
| ASIALANG  | 129   |
| ASIAN     | 109   |
| ASIANAM   | 28    |
| ASTRON    | 38    |
| ATMOCN    | 69    |
| BIOCHEM   | 51    |
| BIOCORE   | 10    |
| BIOLOGY   | 14    |
| BIOMDSCI  | 18    |
| BME       | 66    |
| BMI       | 41    |
| BMOLCHEM  | 10    |
| BOTANY    | 69    |
| BSE       | 44    |
| C\&ESOC   | 73    |
| CBE       | 48    |
| CHEM      | 101   |
| CHICLA    | 52    |
| CIVENGR   | 133   |
| CLASSICS  | 47    |
| CNP       | 10    |
| CNSRSCI   | 50    |
| COMARTS   | 137   |
| COMPBIO   | 15    |
| COMPLIT   | 11    |
| COMPSCI   | 138   |
| COUNPSY   | 78    |
| CRB       | 19    |
| CS\&D     | 71    |
| CSCS      | 40    |
| CURRIC    | 193   |
| DANCE     | 93    |
| DERM      | 8     |
| DS        | 88    |
| DYSCI     | 35    |
| ECE       | 155   |
| ECON      | 145   |
| EDPOL     | 114   |
| EDPSYCH   | 97    |
| ELPA      | 70    |
| EMA       | 53    |
| EMERMED   | 17    |
| ENGL      | 206   |
| ENTOM     | 40    |
| ENVIRST   | 148   |
| EP        | 15    |
| EPD       | 67    |
| ESL       | 16    |
| F\&WECOL  | 60    |
| FAMMED    | 22    |
| FINANCE   | 50    |
| FOLKLORE  | 40    |
| FOODSCI   | 43    |
| FRENCH    | 63    |
| GEN\&WS   | 145   |
| GENBUS    | 72    |
| GENECSLR  | 17    |
| GENETICS  | 60    |
| GEOG      | 113   |
| GEOSCI    | 83    |
| GERMAN    | 82    |
| GLE       | 48    |
| GNS       | 38    |
| GREEK     | 27    |
| HDFS      | 41    |
| HEBR-BIB  | 13    |
| HEBR-MOD  | 10    |
| HISTORY   | 233   |
| HISTSCI   | 56    |
| HONCOL    | 13    |
| ILS       | 43    |
| INFOSYS   | 9     |
| INTEGART  | 7     |
| INTEGSCI  | 22    |
| INTER-AG  | 18    |
| INTER-HE  | 11    |
| INTER-LS  | 22    |
| INTEREGR  | 16    |
| INTLBUS   | 21    |
| INTLST    | 50    |
| ISYE      | 83    |
| ITALIAN   | 53    |
| JEWISH    | 56    |
| JOURN     | 88    |
| KINES     | 128   |
| LACIS     | 26    |
| LANDARC   | 61    |
| LATIN     | 24    |
| LAW       | 120   |
| LEGALST   | 48    |
| LINGUIS   | 35    |
| LIS       | 89    |
| LITTRANS  | 78    |
| LSC       | 52    |
| M\&ENVTOX | 7     |
| MARKETNG  | 62    |
| MATH      | 153   |
| MDGENET   | 8     |
| ME        | 130   |
| MEDHIST   | 43    |
| MEDICINE  | 60    |
| MEDIEVAL  | 32    |
| MEDPHYS   | 39    |
| MEDSC-M   | 29    |
| MEDSC-V   | 41    |
| MHR       | 68    |
| MICROBIO  | 45    |
| MILSCI    | 16    |
| MM\&I     | 22    |
| MOLBIOL   | 6     |
| MS\&E     | 59    |
| MUSIC     | 165   |
| MUSPERF   | 126   |
| NAVSCI    | 20    |
| NE        | 44    |
| NEURODPT  | 11    |
| NEUROL    | 7     |
| NEURSURG  | 4     |
| NTP       | 11    |
| NURSING   | 111   |
| NUTRSCI   | 65    |
| OBS\&GYN  | 18    |
| OCCTHER   | 39    |
| ONCOLOGY  | 14    |
| OPHTHALM  | 5     |
| OTM       | 43    |
| PATH      | 34    |
| PATH-BIO  | 29    |
| PEDIAT    | 26    |
| PHARMACY  | 31    |
| PHILOS    | 77    |
| PHMCOL-M  | 11    |
| PHMPRAC   | 45    |
| PHMSCI    | 60    |
| PHYASST   | 37    |
| PHYSICS   | 88    |
| PHYSIOL   | 3     |
| PHYTHER   | 37    |
| PLANTSCI  | 52    |
| PLPATH    | 35    |
| POLISCI   | 192   |
| POPHLTH   | 58    |
| PORTUG    | 33    |
| PSYCH     | 101   |
| PSYCHIAT  | 22    |
| PUBAFFR   | 54    |
| PUBLHLTH  | 23    |
| RADIOL    | 11    |
| REALEST   | 41    |
| RELIGST   | 90    |
| RHABMED   | 9     |
| RMI       | 24    |
| RP\&SE    | 102   |
| S\&APHM   | 17    |
| SCANDST   | 73    |
| SLAVIC    | 89    |
| SOC       | 149   |
| SOCWORK   | 87    |
| SOILSCI   | 46    |
| SPANISH   | 83    |
| SRMED     | 21    |
| STAT      | 94    |
| STDYABRD  | 52    |
| STS       | 8     |
| SURGERY   | 25    |
| SURGSCI   | 33    |
| THEATRE   | 91    |
| URBRPL    | 60    |
| UROLOGY   | 5     |
| ZOOLOGY   | 89    |

## course

### run id

20260907T155543-ce3781c4

### semester

1272

### observed at

2026-09-07 15:55:43.033547+00:00

### record version id

cd4af2dbdf5cfdf0a9371b8ec4821d3604f02252be9d15a79cf9cd1509569cc3

### course id

COMPSCI 681

### course uid

course\_a495c0d9f6ed226e1fc144ee

### catalog version id

e314cdde4a55a690707d926167796705931d82cd2c5e3ec142c32bc7219bc5f3

### course number

681

### subjects

* COMPSCI

### title

SENIOR HONORS THESIS

### description

Individual study for seniors completing theses for honors in the Computer Sciences major as arranged with a faculty member.

### requirements text

Consent of instructor

### credits min

3

### credits max

3

### credit offering ids

* 1272:266:004294

### llm job id

enrich-8b774950c2b6adfdc46d1b82

### llm output id

f012e6fc5882431e9630ae0bbeda3673ce13176eac901ff05e6f722d40f3b4ed

### llm model

nvidia/Qwen3.6-35B-A3B-NVFP4

### llm model revision

1355db6a052410cfd62085d94b58866fd0f2c3c5

### llm task version

14

### llm search status

valid

### llm summary

COMPSCI 681 is an individual study course for senior Computer Science majors to complete honors theses under faculty supervision.

### llm topics

* Computer Science research and thesis development

### llm skills

* Independent research and thesis writing

### llm assumed background

* Senior standing and enrollment in the Computer Sciences honors program

### llm search phrases

* senior honors thesis computer science
* individual study compsci 681
* computer science honors thesis faculty supervision

### llm requirements status

valid

### llm student summary status

valid

### llm experience status

insufficient\_evidence

### catalog variants

None recorded.

### student summary

#### context hash

6b2b59bc4da3af8d28825ddc8cb1d5fe06600dbe13a51d00840ecc1002e48711

#### course id

COMPSCI 681

#### current instructors

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  }
]
```

#### difficulty workload

None recorded.

#### errors

None recorded.

#### historical context

None recorded.

#### message

No course-specific reviews available

#### offered

true

#### profile hash

5cb4dabf887cdbcd8c00d5a1312e10828b95c63f30bc3ea76aea199565390d02

#### quick take

None recorded.

#### student experience

None recorded.

#### task hash

74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68

#### teaching history

ALBERTO DEL PIA is recorded teaching in Fall 2023. Recorded history may be incomplete and does not establish a future schedule.

```json
{
  "citations": [
    {
      "course_id": "COMPSCI 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 125,
      "source_course_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
      "source_record": {
        "entity_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1242",
      "type": "grade"
    }
  ]
}
```

ANDREA ARPACI-DUSSEAU is recorded teaching in Fall 2019. Recorded history may be incomplete and does not establish a future schedule.

```json
{
  "citations": [
    {
      "course_id": "COMPSCI 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 2,
      "source_course_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
      "source_record": {
        "entity_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1202",
      "type": "grade"
    }
  ]
}
```

AWS ALBARGHOUTHI is recorded teaching in Fall 2019, Fall 2021. Recorded history may be incomplete and does not establish a future schedule.

```json
{
  "citations": [
    {
      "course_id": "COMPSCI 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 124,
      "source_course_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
      "source_record": {
        "entity_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1202",
      "type": "grade"
    },
    {
      "course_id": "COMPSCI 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 124,
      "source_course_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
      "source_record": {
        "entity_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1222",
      "type": "grade"
    }
  ]
}
```

BILGE MUTLU is recorded teaching in Spring 2010, Spring 2011, Fall 2013, Fall 2014, Fall 2017, Fall 2018, Fall 2019, Spring 2020, Fall 2022, Fall 2024, Spring 2025, Fall 2025. Recorded history may be incomplete and does not establish a future schedule.

```json
{
  "citations": [
    {
      "course_id": "COMPSCI 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 101,
      "source_course_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
      "source_record": {
        "entity_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1104",
      "type": "grade"
    },
    {
      "course_id": "COMPSCI 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 101,
      "source_course_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
      "source_record": {
        "entity_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1114",
      "type": "grade"
    },
    {
      "course_id": "COMPSCI 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 101,
      "source_course_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
      "source_record": {
        "entity_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1142",
      "type": "grade"
    },
    {
      "course_id": "COMPSCI 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 101,
      "source_course_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
      "source_record": {
        "entity_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1152",
      "type": "grade"
    },
    {
      "course_id": "COMPSCI 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 101,
      "source_course_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
      "source_record": {
        "entity_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1182",
      "type": "grade"
    },
    {
      "course_id": "COMPSCI 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 101,
      "source_course_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
      "source_record": {
        "entity_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1192",
      "type": "grade"
    },
    {
      "course_id": "COMPSCI 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 101,
      "source_course_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
      "source_record": {
        "entity_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1202",
      "type": "grade"
    },
    {
      "course_id": "COMPSCI 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 101,
      "source_course_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
      "source_record": {
        "entity_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1204",
      "type": "grade"
    },
    {
      "course_id": "COMPSCI 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 101,
      "source_course_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
      "source_record": {
        "entity_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1232",
      "type": "grade"
    },
    {
      "course_id": "COMPSCI 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 101,
      "source_course_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
      "source_record": {
        "entity_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1252",
      "type": "grade"
    },
    {
      "course_id": "COMPSCI 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 101,
      "source_course_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
      "source_record": {
        "entity_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1254",
      "type": "grade"
    },
    {
      "course_id": "COMPSCI 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 101,
      "source_course_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
      "source_record": {
        "entity_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1262",
      "type": "grade"
    }
  ]
}
```

DAN NEGRUT is recorded teaching in Fall 2022, Fall 2023. Recorded history may be incomplete and does not establish a future schedule.

```json
{
  "citations": [
    {
      "course_id": "COMPSCI 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 131,
      "source_course_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
      "source_record": {
        "entity_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1232",
      "type": "grade"
    },
    {
      "course_id": "COMPSCI 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 131,
      "source_course_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
      "source_record": {
        "entity_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1242",
      "type": "grade"
    }
  ]
}
```

DIETER VAN MELKEBEEK is recorded teaching in Fall 2011, Fall 2019, Fall 2021. Recorded history may be incomplete and does not establish a future schedule.

```json
{
  "citations": [
    {
      "course_id": "COMPSCI 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 22,
      "source_course_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
      "source_record": {
        "entity_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1122",
      "type": "grade"
    },
    {
      "course_id": "COMPSCI 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 22,
      "source_course_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
      "source_record": {
        "entity_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1202",
      "type": "grade"
    },
    {
      "course_id": "COMPSCI 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 22,
      "source_course_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
      "source_record": {
        "entity_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1222",
      "type": "grade"
    }
  ]
}
```

ERIC BACH is recorded teaching in Fall 2011, Fall 2022. Recorded history may be incomplete and does not establish a future schedule.

```json
{
  "citations": [
    {
      "course_id": "COMPSCI 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 76,
      "source_course_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
      "source_record": {
        "entity_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1122",
      "type": "grade"
    },
    {
      "course_id": "COMPSCI 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 76,
      "source_course_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
      "source_record": {
        "entity_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1232",
      "type": "grade"
    }
  ]
}
```

FRED SALA is recorded teaching in Fall 2023, Fall 2024, Spring 2026. Recorded history may be incomplete and does not establish a future schedule.

```json
{
  "citations": [
    {
      "course_id": "COMPSCI 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 163,
      "source_course_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
      "source_record": {
        "entity_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1242",
      "type": "grade"
    },
    {
      "course_id": "COMPSCI 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 163,
      "source_course_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
      "source_record": {
        "entity_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1252",
      "type": "grade"
    },
    {
      "course_id": "COMPSCI 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 163,
      "source_course_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
      "source_record": {
        "entity_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1264",
      "type": "grade"
    }
  ]
}
```

GRIGORIS CHRYSOS is recorded teaching in Fall 2025, Spring 2026. Recorded history may be incomplete and does not establish a future schedule.

```json
{
  "citations": [
    {
      "course_id": "COMPSCI 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 200,
      "source_course_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
      "source_record": {
        "entity_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1262",
      "type": "grade"
    },
    {
      "course_id": "COMPSCI 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 200,
      "source_course_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
      "source_record": {
        "entity_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1264",
      "type": "grade"
    }
  ]
}
```

JACOB THEBAULT-SPIEKER is recorded teaching in Fall 2023. Recorded history may be incomplete and does not establish a future schedule.

```json
{
  "citations": [
    {
      "course_id": "COMPSCI 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 178,
      "source_course_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
      "source_record": {
        "entity_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1242",
      "type": "grade"
    }
  ]
}
```

JELENA DIAKONIKOLAS is recorded teaching in Fall 2025, Spring 2026. Recorded history may be incomplete and does not establish a future schedule.

```json
{
  "citations": [
    {
      "course_id": "COMPSCI 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 154,
      "source_course_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
      "source_record": {
        "entity_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1262",
      "type": "grade"
    },
    {
      "course_id": "COMPSCI 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 154,
      "source_course_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
      "source_record": {
        "entity_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1264",
      "type": "grade"
    }
  ]
}
```

JIN-YI CAI is recorded teaching in Fall 2020. Recorded history may be incomplete and does not establish a future schedule.

```json
{
  "citations": [
    {
      "course_id": "COMPSCI 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 4,
      "source_course_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
      "source_record": {
        "entity_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1212",
      "type": "grade"
    }
  ]
}
```

JOSIAH HANNA is recorded teaching in Fall 2022, Fall 2025, Spring 2026. Recorded history may be incomplete and does not establish a future schedule.

```json
{
  "citations": [
    {
      "course_id": "COMPSCI 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 164,
      "source_course_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
      "source_record": {
        "entity_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1232",
      "type": "grade"
    },
    {
      "course_id": "COMPSCI 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 164,
      "source_course_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
      "source_record": {
        "entity_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1262",
      "type": "grade"
    },
    {
      "course_id": "COMPSCI 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 164,
      "source_course_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
      "source_record": {
        "entity_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1264",
      "type": "grade"
    }
  ]
}
```

JUNJIE HU is recorded teaching in Fall 2022, Fall 2025. Recorded history may be incomplete and does not establish a future schedule.

```json
{
  "citations": [
    {
      "course_id": "COMPSCI 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 170,
      "source_course_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
      "source_record": {
        "entity_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1232",
      "type": "grade"
    },
    {
      "course_id": "COMPSCI 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 170,
      "source_course_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
      "source_record": {
        "entity_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1262",
      "type": "grade"
    }
  ]
}
```

LORIS D'ANTONI is recorded teaching in Fall 2022. Recorded history may be incomplete and does not establish a future schedule.

```json
{
  "citations": [
    {
      "course_id": "COMPSCI 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 129,
      "source_course_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
      "source_record": {
        "entity_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1232",
      "type": "grade"
    }
  ]
}
```

MARC RENAULT is recorded teaching in Fall 2019, Fall 2023. Recorded history may be incomplete and does not establish a future schedule.

```json
{
  "citations": [
    {
      "course_id": "COMPSCI 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 139,
      "source_course_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
      "source_record": {
        "entity_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1202",
      "type": "grade"
    },
    {
      "course_id": "COMPSCI 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 139,
      "source_course_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
      "source_record": {
        "entity_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1242",
      "type": "grade"
    }
  ]
}
```

MARK CRAVEN is recorded teaching in Fall 2018, Fall 2019. Recorded history may be incomplete and does not establish a future schedule.

```json
{
  "citations": [
    {
      "course_id": "COMPSCI 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 7,
      "source_course_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
      "source_record": {
        "entity_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1192",
      "type": "grade"
    },
    {
      "course_id": "COMPSCI 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 7,
      "source_course_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
      "source_record": {
        "entity_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1202",
      "type": "grade"
    }
  ]
}
```

MATT SINCLAIR is recorded teaching in Fall 2020. Recorded history may be incomplete and does not establish a future schedule.

```json
{
  "citations": [
    {
      "course_id": "COMPSCI 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 144,
      "source_course_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
      "source_record": {
        "entity_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1212",
      "type": "grade"
    }
  ]
}
```

MICHAEL GLEICHER is recorded teaching in Fall 2006, Fall 2011, Fall 2017, Fall 2019, Fall 2020, Fall 2022, Fall 2023, Fall 2025. Recorded history may be incomplete and does not establish a future schedule.

```json
{
  "citations": [
    {
      "course_id": "COMPSCI 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 12,
      "source_course_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
      "source_record": {
        "entity_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1072",
      "type": "grade"
    },
    {
      "course_id": "COMPSCI 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 12,
      "source_course_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
      "source_record": {
        "entity_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1122",
      "type": "grade"
    },
    {
      "course_id": "COMPSCI 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 12,
      "source_course_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
      "source_record": {
        "entity_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1182",
      "type": "grade"
    },
    {
      "course_id": "COMPSCI 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 12,
      "source_course_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
      "source_record": {
        "entity_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1202",
      "type": "grade"
    },
    {
      "course_id": "COMPSCI 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 12,
      "source_course_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
      "source_record": {
        "entity_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1212",
      "type": "grade"
    },
    {
      "course_id": "COMPSCI 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 12,
      "source_course_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
      "source_record": {
        "entity_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1232",
      "type": "grade"
    },
    {
      "course_id": "COMPSCI 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 12,
      "source_course_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
      "source_record": {
        "entity_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1242",
      "type": "grade"
    },
    {
      "course_id": "COMPSCI 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 12,
      "source_course_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
      "source_record": {
        "entity_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1262",
      "type": "grade"
    }
  ]
}
```

MICHAEL SWIFT is recorded teaching in Spring 2020, Fall 2025. Recorded history may be incomplete and does not establish a future schedule.

```json
{
  "citations": [
    {
      "course_id": "COMPSCI 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 6,
      "source_course_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
      "source_record": {
        "entity_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1204",
      "type": "grade"
    },
    {
      "course_id": "COMPSCI 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 6,
      "source_course_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
      "source_record": {
        "entity_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1262",
      "type": "grade"
    }
  ]
}
```

MOHIT GUPTA is recorded teaching in Fall 2019. Recorded history may be incomplete and does not establish a future schedule.

```json
{
  "citations": [
    {
      "course_id": "COMPSCI 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 128,
      "source_course_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
      "source_record": {
        "entity_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1202",
      "type": "grade"
    }
  ]
}
```

PATRICK MCDANIEL is recorded teaching in Fall 2024. Recorded history may be incomplete and does not establish a future schedule.

```json
{
  "citations": [
    {
      "course_id": "COMPSCI 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 174,
      "source_course_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
      "source_record": {
        "entity_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1252",
      "type": "grade"
    }
  ]
}
```

RAHUL CHATTERJEE is recorded teaching in Fall 2023, Fall 2024. Recorded history may be incomplete and does not establish a future schedule.

```json
{
  "citations": [
    {
      "course_id": "COMPSCI 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 152,
      "source_course_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
      "source_record": {
        "entity_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1242",
      "type": "grade"
    },
    {
      "course_id": "COMPSCI 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 152,
      "source_course_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
      "source_record": {
        "entity_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1252",
      "type": "grade"
    }
  ]
}
```

RAMYA KORLAKAI VINAYAK is recorded teaching in Fall 2021, Spring 2022, Fall 2024, Fall 2025. Recorded history may be incomplete and does not establish a future schedule.

```json
{
  "citations": [
    {
      "course_id": "COMPSCI 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 168,
      "source_course_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
      "source_record": {
        "entity_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1222",
      "type": "grade"
    },
    {
      "course_id": "COMPSCI 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 168,
      "source_course_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
      "source_record": {
        "entity_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1224",
      "type": "grade"
    },
    {
      "course_id": "COMPSCI 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 168,
      "source_course_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
      "source_record": {
        "entity_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1252",
      "type": "grade"
    },
    {
      "course_id": "COMPSCI 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 168,
      "source_course_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
      "source_record": {
        "entity_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1262",
      "type": "grade"
    }
  ]
}
```

REMZI ARPACI-DUSSEAU is recorded teaching in Fall 2019, Spring 2023, Fall 2023, Spring 2024, Fall 2024, Spring 2025, Fall 2025. Recorded history may be incomplete and does not establish a future schedule.

```json
{
  "citations": [
    {
      "course_id": "COMPSCI 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 5,
      "source_course_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
      "source_record": {
        "entity_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1202",
      "type": "grade"
    },
    {
      "course_id": "COMPSCI 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 5,
      "source_course_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
      "source_record": {
        "entity_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1234",
      "type": "grade"
    },
    {
      "course_id": "COMPSCI 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 5,
      "source_course_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
      "source_record": {
        "entity_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1242",
      "type": "grade"
    },
    {
      "course_id": "COMPSCI 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 5,
      "source_course_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
      "source_record": {
        "entity_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1244",
      "type": "grade"
    },
    {
      "course_id": "COMPSCI 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 5,
      "source_course_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
      "source_record": {
        "entity_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1252",
      "type": "grade"
    },
    {
      "course_id": "COMPSCI 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 5,
      "source_course_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
      "source_record": {
        "entity_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1254",
      "type": "grade"
    },
    {
      "course_id": "COMPSCI 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 5,
      "source_course_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
      "source_record": {
        "entity_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1262",
      "type": "grade"
    }
  ]
}
```

ROBERT NOWAK is recorded teaching in Fall 2022. Recorded history may be incomplete and does not establish a future schedule.

```json
{
  "citations": [
    {
      "course_id": "COMPSCI 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 122,
      "source_course_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
      "source_record": {
        "entity_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1232",
      "type": "grade"
    }
  ]
}
```

SHIVARAM VENKATARAMAN is recorded teaching in Spring 2020, Fall 2024. Recorded history may be incomplete and does not establish a future schedule.

```json
{
  "citations": [
    {
      "course_id": "COMPSCI 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 142,
      "source_course_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
      "source_record": {
        "entity_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1204",
      "type": "grade"
    },
    {
      "course_id": "COMPSCI 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 142,
      "source_course_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
      "source_record": {
        "entity_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1252",
      "type": "grade"
    }
  ]
}
```

SUMAN BANERJEE is recorded teaching in Fall 2006, Fall 2007, Fall 2013, Fall 2022, Fall 2023, Fall 2024, Fall 2025. Recorded history may be incomplete and does not establish a future schedule.

```json
{
  "citations": [
    {
      "course_id": "COMPSCI 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 29,
      "source_course_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
      "source_record": {
        "entity_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1072",
      "type": "grade"
    },
    {
      "course_id": "COMPSCI 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 29,
      "source_course_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
      "source_record": {
        "entity_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1082",
      "type": "grade"
    },
    {
      "course_id": "COMPSCI 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 29,
      "source_course_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
      "source_record": {
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        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1142",
      "type": "grade"
    },
    {
      "course_id": "COMPSCI 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 29,
      "source_course_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
      "source_record": {
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        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1232",
      "type": "grade"
    },
    {
      "course_id": "COMPSCI 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 29,
      "source_course_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
      "source_record": {
        "entity_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1242",
      "type": "grade"
    },
    {
      "course_id": "COMPSCI 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 29,
      "source_course_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
      "source_record": {
        "entity_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1252",
      "type": "grade"
    },
    {
      "course_id": "COMPSCI 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 29,
      "source_course_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
      "source_record": {
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        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1262",
      "type": "grade"
    }
  ]
}
```

SUSHMITA ROY is recorded teaching in Fall 2022. Recorded history may be incomplete and does not establish a future schedule.

```json
{
  "citations": [
    {
      "course_id": "COMPSCI 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 120,
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      "source_record": {
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        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1232",
      "type": "grade"
    }
  ]
}
```

VIKAS SINGH is recorded teaching in Fall 2015, Spring 2016, Fall 2018, Spring 2019, Fall 2020. Recorded history may be incomplete and does not establish a future schedule.

```json
{
  "citations": [
    {
      "course_id": "COMPSCI 681",
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      "source_record": {
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        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1162",
      "type": "grade"
    },
    {
      "course_id": "COMPSCI 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 90,
      "source_course_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
      "source_record": {
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        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1164",
      "type": "grade"
    },
    {
      "course_id": "COMPSCI 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 90,
      "source_course_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
      "source_record": {
        "entity_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1192",
      "type": "grade"
    },
    {
      "course_id": "COMPSCI 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 90,
      "source_course_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
      "source_record": {
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        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1194",
      "type": "grade"
    },
    {
      "course_id": "COMPSCI 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 90,
      "source_course_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
      "source_record": {
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        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1212",
      "type": "grade"
    }
  ]
}
```

YIN LI is recorded teaching in Spring 2019, Spring 2022, Fall 2023, Fall 2024, Fall 2025. Recorded history may be incomplete and does not establish a future schedule.

```json
{
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    {
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      "source_record": {
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        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1194",
      "type": "grade"
    },
    {
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      "run_id": "20260907T155543-ce3781c4",
      "section_number": 148,
      "source_course_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
      "source_record": {
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        "file": "tables/observations.parquet",
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      },
      "table": "section_grades_latest",
      "term_id": "1224",
      "type": "grade"
    },
    {
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      "section_number": 148,
      "source_course_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
      "source_record": {
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      },
      "table": "section_grades_latest",
      "term_id": "1242",
      "type": "grade"
    },
    {
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      "section_number": 148,
      "source_course_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
      "source_record": {
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        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1252",
      "type": "grade"
    },
    {
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      "section_number": 148,
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      "source_record": {
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        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1262",
      "type": "grade"
    }
  ]
}
```

YONG JAE LEE is recorded teaching in Spring 2023, Fall 2023, Fall 2024, Spring 2025. Recorded history may be incomplete and does not establish a future schedule.

```json
{
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        "kind": "grades",
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      },
      "table": "section_grades_latest",
      "term_id": "1234",
      "type": "grade"
    },
    {
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      "section_number": 165,
      "source_course_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
      "source_record": {
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        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1242",
      "type": "grade"
    },
    {
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      "run_id": "20260907T155543-ce3781c4",
      "section_number": 165,
      "source_course_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
      "source_record": {
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        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1252",
      "type": "grade"
    },
    {
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      "section_number": 165,
      "source_course_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
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        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1254",
      "type": "grade"
    }
  ]
}
```

YUDONG CHEN is recorded teaching in Spring 2024, Fall 2024. Recorded history may be incomplete and does not establish a future schedule.

```json
{
  "citations": [
    {
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      "run_id": "20260907T155543-ce3781c4",
      "section_number": 169,
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      "source_record": {
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        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1244",
      "type": "grade"
    },
    {
      "course_id": "COMPSCI 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 169,
      "source_course_id": "32fdc8e0-37fa-31a9-b6ec-635c36251dbc",
      "source_record": {
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        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1252",
      "type": "grade"
    }
  ]
}
```

#### term id

1272

#### term name

2026 Fall

#### version

2

### requirements

#### nodes

```json
[
  {
    "children": [],
    "condition": "Consent of instructor",
    "course": null,
    "evidence": "Consent of instructor",
    "id": "n0",
    "kind": "condition"
  }
]
```

#### notes

None recorded.

#### root

n0

#### status

parsed

### instructors

```json
[
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    "name": "Alberto Del Pia",
    "email": "DELPIA@WISC.EDU",
    "first_observed_at": "2026-09-07 15:55:43.033547+00:00",
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      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:57:12.505411+00:00",
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    "instructor_url": "/instructors/ALBERTO_DEL_PIA"
  },
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    "source_instructor_id": "acarpaciduss",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Andrea Arpaci-Dusseau",
    "email": "DUSSEAU@CS.WISC.EDU",
    "first_observed_at": "2026-09-07 15:55:43.033547+00:00",
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    "instructor_url": "/instructors/YIN_LI"
  },
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    "name": "Yong Jae Lee",
    "email": "YONGJAELEE@CS.WISC.EDU",
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    "name": "Yudong Chen",
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    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "ratings": {
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      "courses": {
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]
```

### offerings

```json
[
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    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
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    "source_course_id": "004294",
    "source_subject_id": "266",
    "title": "Senior Honors Thesis",
    "credits_min": 3,
    "credits_max": 3,
    "typically_offered": "Fall, Spring, Summer"
  }
]
```

### sections

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    "end_date": "2026-12-09 06:00:00+00:00"
  },
  {
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    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "section_uid": "uw-section:1272:30072",
    "term_id": "1272",
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    "end_date": "2026-12-09 06:00:00+00:00"
  },
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    "section_uid": "uw-section:1272:30561",
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  }
]
```

### grade instructors

```json
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    "instructor_url": "/instructors/MICHAEL_GLEICHER--instructor_bfe4bee42dc667c0fd32a915"
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  },
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  {
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  },
  {
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```

### grades

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```

### statistics

#### graded

0

#### counts

* 0
* 0
* 0
* 0
* 0
* 0
* 0

### grade conflicts

None recorded.

### evidence

#### history

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course\_a495c0d9f6ed226e1fc144ee-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_a495c0d9f6ed226e1fc144ee-0.json)

#### traces

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course\_a495c0d9f6ed226e1fc144ee-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_a495c0d9f6ed226e1fc144ee-0.json)

#### results

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course\_a495c0d9f6ed226e1fc144ee-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_a495c0d9f6ed226e1fc144ee-0.json)

### revision

e243353dcb7d79b7247ced91d69443ef4c2a6349

## instructor Trends

None recorded.

## following

None recorded.
