# COMPSCI 710: Computational Complexity | UW–Madison

[View on UW Courses](https://uwcourses.com/courses/COMPSCI_710)

## Dataset

### revision

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### repository

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### schema version

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### importer version

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### built at

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### current instructors

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### term

1272

### departments

| subject   | count |
| --------- | ----- |
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| ABT       | 20    |
| ACCTIS    | 36    |
| ACTSCI    | 14    |
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| ANATOMY   | 2     |
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| CHEM      | 101   |
| CHICLA    | 52    |
| CIVENGR   | 133   |
| CLASSICS  | 47    |
| CNP       | 10    |
| CNSRSCI   | 50    |
| COMARTS   | 137   |
| COMPBIO   | 15    |
| COMPLIT   | 11    |
| COMPSCI   | 138   |
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| GEN\&WS   | 145   |
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| GENECSLR  | 17    |
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| GEOSCI    | 83    |
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| 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    |
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| MATH      | 153   |
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| MEDHIST   | 43    |
| MEDICINE  | 60    |
| MEDIEVAL  | 32    |
| MEDPHYS   | 39    |
| MEDSC-M   | 29    |
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| MILSCI    | 16    |
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| MS\&E     | 59    |
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| 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    |
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| 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

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### semester

1272

### observed at

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### record version id

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### course id

COMPSCI 710

### course uid

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### catalog version id

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### course number

710

### subjects

* COMPSCI

### title

COMPUTATIONAL COMPLEXITY

### description

Study of the capabilities and limitations of efficient computation. Relationships between models representing capabilities such as parallelism, randomness, quantum effects, and non-uniformity; and models based on the notions of nondeterminism, alternation, and counting, which capture the complexity of important problems.  Knowledge of the theory of computation is strongly encouraged, such asCOMP SCI 520.

### requirements text

Graduate/professional standing

### credit offering ids

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### llm task version

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### llm search status

valid

### llm summary

COMPSCI 710 is a graduate course on computational complexity, studying efficient computation limits and relationships between various computational models.

### llm topics

* Parallelism, randomness, quantum effects, and non-uniformity
* Nondeterminism, alternation, and counting

### llm skills

* Analyzing capabilities and limitations of efficient computation
* Comparing computational models based on parallelism, randomness, and quantum effects
* Analyzing complexity via nondeterminism, alternation, and counting

### llm assumed background

* Fundamentals of computability, automata, and complexity theory

### llm search phrases

* computational complexity theory
* parallelism randomness quantum
* nondeterminism alternation counting
* theory of computation graduate

### llm requirements status

valid

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### catalog variants

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#### quick take

Recent recorded grades — Spring 2024: 3.87 GPA, 96.2% A/AB (n=26 letter grades); Fall 2024: 3.14 GPA, 46.4% A/AB (n=28 letter grades); Fall 2025: 3.88 GPA, 100.0% A/AB (n=20 letter grades).

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    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "COMPSCI 710",
    "course_uid": "course_5aa71f83eb9826ebff756395",
    "term_id": "1194",
    "term_name": "Spring 2019",
    "instructors": [
      "Dieter van Melkebeek"
    ],
    "a": 4,
    "ab": 3,
    "b": 0,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 7,
    "source_aliases": [
      "COMPSCI 710"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "COMPSCI 710",
    "course_uid": "course_5aa71f83eb9826ebff756395",
    "term_id": "1204",
    "term_name": "Spring 2020",
    "instructors": [
      "Jin-Yi Cai"
    ],
    "a": 10,
    "ab": 1,
    "b": 0,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 11,
    "source_aliases": [
      "COMPSCI 710"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "COMPSCI 710",
    "course_uid": "course_5aa71f83eb9826ebff756395",
    "term_id": "1224",
    "term_name": "Spring 2022",
    "instructors": [
      "Dieter van Melkebeek"
    ],
    "a": 14,
    "ab": 4,
    "b": 3,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 21,
    "source_aliases": [
      "COMPSCI 710"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "COMPSCI 710",
    "course_uid": "course_5aa71f83eb9826ebff756395",
    "term_id": "1244",
    "term_name": "Spring 2024",
    "instructors": [
      "Jin-Yi Cai"
    ],
    "a": 20,
    "ab": 5,
    "b": 1,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 26,
    "source_aliases": [
      "COMPSCI 710"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "COMPSCI 710",
    "course_uid": "course_5aa71f83eb9826ebff756395",
    "term_id": "1252",
    "term_name": "Fall 2024",
    "instructors": [
      "Dieter van Melkebeek"
    ],
    "a": 6,
    "ab": 7,
    "b": 10,
    "bc": 3,
    "c": 1,
    "d": 0,
    "f": 1,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 28,
    "source_aliases": [
      "COMPSCI 710"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "COMPSCI 710",
    "course_uid": "course_5aa71f83eb9826ebff756395",
    "term_id": "1262",
    "term_name": "Fall 2025",
    "instructors": [
      "Jin-Yi Cai"
    ],
    "a": 15,
    "ab": 5,
    "b": 0,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 20,
    "source_aliases": [
      "COMPSCI 710"
    ]
  }
]
```

### statistics

#### gpa

3.688

#### graded

216

#### counts

* 125
* 60
* 24
* 5
* 1
* 0
* 1

### grade conflicts

None recorded.

### evidence

#### history

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course\_5aa71f83eb9826ebff756395-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_5aa71f83eb9826ebff756395-0.json)

#### traces

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course\_5aa71f83eb9826ebff756395-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_5aa71f83eb9826ebff756395-0.json)

#### results

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course\_5aa71f83eb9826ebff756395-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_5aa71f83eb9826ebff756395-0.json)

### revision

e243353dcb7d79b7247ced91d69443ef4c2a6349

## context

### all

#### term



#### gpa

3.6875

#### count

216

#### university

##### size

4731

##### gpa Percentile

46

##### count Percentile

64

##### median Count

132

##### histogram

| range   | count | current |
| ------- | ----- | ------- |
| 0.0–0.4 | 0     | false   |
| 0.4–0.8 | 0     | false   |
| 0.8–1.2 | 0     | false   |
| 1.2–1.6 | 0     | false   |
| 1.6–2.0 | 0     | false   |
| 2.0–2.4 | 1     | false   |
| 2.4–2.8 | 12    | false   |
| 2.8–3.2 | 348   | false   |
| 3.2–3.6 | 1357  | false   |
| 3.6–4.0 | 3013  | true    |

#### departments

```json
[
  {
    "subject": "COMPSCI",
    "comparison": {
      "size": 103,
      "gpaPercentile": 55,
      "countPercentile": 40,
      "medianCount": 268,
      "histogram": [
        {
          "range": "0.0–0.4",
          "count": 0,
          "current": false
        },
        {
          "range": "0.4–0.8",
          "count": 0,
          "current": false
        },
        {
          "range": "0.8–1.2",
          "count": 0,
          "current": false
        },
        {
          "range": "1.2–1.6",
          "count": 0,
          "current": false
        },
        {
          "range": "1.6–2.0",
          "count": 0,
          "current": false
        },
        {
          "range": "2.0–2.4",
          "count": 0,
          "current": false
        },
        {
          "range": "2.4–2.8",
          "count": 0,
          "current": false
        },
        {
          "range": "2.8–3.2",
          "count": 14,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 34,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 55,
          "current": true
        }
      ]
    }
  }
]
```

### terms

#### 1104

##### term

1104

##### gpa

3.8

##### count

10

##### departments

| subject | comparison |
| ------- | ---------- |
| COMPSCI |            |

#### 1114

##### term

1114

##### gpa

3.6818181818181817

##### count

11

##### departments

| subject | comparison |
| ------- | ---------- |
| COMPSCI |            |

#### 1122

##### term

1122

##### gpa

3.5555555555555554

##### count

9

##### departments

| subject | comparison |
| ------- | ---------- |
| COMPSCI |            |

#### 1132

##### term

1132

##### gpa

3.75

##### count

16

##### departments

| subject | comparison |
| ------- | ---------- |
| COMPSCI |            |

#### 1142

##### term

1142

##### gpa

3.823529411764706

##### count

17

##### departments

| subject | comparison |
| ------- | ---------- |
| COMPSCI |            |

#### 1154

##### term

1154

##### gpa

3.5833333333333335

##### count

12

##### departments

| subject | comparison |
| ------- | ---------- |
| COMPSCI |            |

#### 1164

##### term

1164

##### gpa

3.625

##### count

12

##### departments

| subject | comparison |
| ------- | ---------- |
| COMPSCI |            |

#### 1174

##### term

1174

##### gpa

3.9375

##### count

8

##### departments

| subject | comparison |
| ------- | ---------- |
| COMPSCI |            |

#### 1182

##### term

1182

##### gpa

3.5

##### count

8

##### departments

| subject | comparison |
| ------- | ---------- |
| COMPSCI |            |

#### 1194

##### term

1194

##### gpa

3.7857142857142856

##### count

7

##### departments

| subject | comparison |
| ------- | ---------- |
| COMPSCI |            |

#### 1204

##### term

1204

##### gpa

3.9545454545454546

##### count

11

##### departments

| subject | comparison |
| ------- | ---------- |
| COMPSCI |            |

#### 1224

##### term

1224

##### gpa

3.761904761904762

##### count

21

##### departments

| subject | comparison |
| ------- | ---------- |
| COMPSCI |            |

#### 1244

##### term

1244

##### gpa

3.8653846153846154

##### count

26

##### departments

| subject | comparison |
| ------- | ---------- |
| COMPSCI |            |

#### 1252

##### term

1252

##### gpa

3.142857142857143

##### count

28

##### departments

| subject | comparison |
| ------- | ---------- |
| COMPSCI |            |

#### 1262

##### term

1262

##### gpa

3.875

##### count

20

##### departments

| subject | comparison |
| ------- | ---------- |
| COMPSCI |            |

### benchmarks

#### all

##### school

###### size

4731

###### gpa

3.6597845476506836

###### top Share

81.77785967970459

###### count

132

##### COMPSCI

###### size

103

###### gpa

3.582408506264242

###### top Share

78.49775211867751

###### count

268

#### terms

##### 1104

###### school

###### size

793

###### gpa

3.384661458923085

###### top Share

64.6614752434143

###### count

66

###### COMPSCI

###### size

22

###### gpa

3.200534462173063

###### top Share

56.78409435721555

###### count

51.5

##### 1114

###### school

###### size

804

###### gpa

3.3696004653806844

###### top Share

64.0389334741844

###### count

68

###### COMPSCI

###### size

18

###### gpa

3.266230341473234

###### top Share

59.94733477037724

###### count

58

##### 1122

###### school

###### size

804

###### gpa

3.3737149752667013

###### top Share

63.65118790117902

###### count

70

###### COMPSCI

###### size

20

###### gpa

3.20674670802027

###### top Share

56.51588103392879

###### count

54.5

##### 1132

###### school

###### size

851

###### gpa

3.391128778809763

###### top Share

64.69509437122704

###### count

66

###### COMPSCI

###### size

23

###### gpa

3.2325357852525465

###### top Share

57.33650851473996

###### count

56

##### 1142

###### school

###### size

853

###### gpa

3.3941849959684913

###### top Share

65.28450334228523

###### count

67

###### COMPSCI

###### size

28

###### gpa

3.279575360328891

###### top Share

60.13197427273153

###### count

47.5

##### 1154

###### school

###### size

935

###### gpa

3.4282378385810093

###### top Share

67.66674668721691

###### count

63

###### COMPSCI

###### size

31

###### gpa

3.3515611477246905

###### top Share

66.93977839039297

###### count

63

##### 1164

###### school

###### size

965

###### gpa

3.46491230798535

###### top Share

69.92376287143657

###### count

68

###### COMPSCI

###### size

32

###### gpa

3.2951719476979457

###### top Share

63.07751525075427

###### count

84

##### 1174

###### school

###### size

955

###### gpa

3.4597947384071412

###### top Share

69.5290038366363

###### count

69

###### COMPSCI

###### size

30

###### gpa

3.3383019285046376

###### top Share

63.22952984555728

###### count

108

##### 1182

###### school

###### size

1025

###### gpa

3.474159360325319

###### top Share

70.34861441764347

###### count

69

###### COMPSCI

###### size

36

###### gpa

3.352907303323745

###### top Share

63.88103454195665

###### count

90.5

##### 1194

###### school

###### size

1040

###### gpa

3.4906527436719808

###### top Share

71.74728845515045

###### count

67

###### COMPSCI

###### size

38

###### gpa

3.3433846242383978

###### top Share

63.409438479169644

###### count

92

##### 1204

###### school

###### size

1012

###### gpa

3.703747431523761

###### top Share

84.59811226304916

###### count

65.5

###### COMPSCI

###### size

42

###### gpa

3.6240893265324647

###### top Share

79.98991493017058

###### count

90.5

##### 1224

###### school

###### size

1171

###### gpa

3.5627882428500937

###### top Share

76.37271640560496

###### count

64

###### COMPSCI

###### size

45

###### gpa

3.4719336884851772

###### top Share

70.89188483398956

###### count

96

##### 1244

###### school

###### size

1241

###### gpa

3.5975573126929192

###### top Share

78.29036874847135

###### count

65

###### COMPSCI

###### size

46

###### gpa

3.477413782571094

###### top Share

70.8725394264854

###### count

116

##### 1252

###### school

###### size

1333

###### gpa

3.619494049739118

###### top Share

79.71442190500672

###### count

69

###### COMPSCI

###### size

54

###### gpa

3.5244021201456657

###### top Share

75.07938169795783

###### count

101

##### 1262

###### school

###### size

1320

###### gpa

3.628825763035853

###### top Share

80.21118846327654

###### count

70

###### COMPSCI

###### size

53

###### gpa

3.533845597774486

###### top Share

75.31824598445624

###### count

82

## instructor Trends

```json
[
  {
    "uid": "instructor_b08630f76df8e48521e6a586",
    "name": "JIN-YI CAI",
    "count": 109,
    "terms": [
      {
        "term": "1114",
        "count": 11,
        "sections": 1,
        "gpa": 3.6818181818181817
      },
      {
        "term": "1132",
        "count": 16,
        "sections": 1,
        "gpa": 3.75
      },
      {
        "term": "1142",
        "count": 17,
        "sections": 1,
        "gpa": 3.823529411764706
      },
      {
        "term": "1174",
        "count": 8,
        "sections": 1,
        "gpa": 3.9375
      },
      {
        "term": "1204",
        "count": 11,
        "sections": 1,
        "gpa": 3.9545454545454546
      },
      {
        "term": "1244",
        "count": 26,
        "sections": 1,
        "gpa": 3.8653846153846154
      },
      {
        "term": "1262",
        "count": 20,
        "sections": 1,
        "gpa": 3.875
      }
    ]
  },
  {
    "uid": "instructor_f99dab62b6b00df1894bc65d",
    "name": "DIETER VAN MELKEBEEK",
    "count": 107,
    "terms": [
      {
        "term": "1104",
        "count": 10,
        "sections": 1,
        "gpa": 3.8
      },
      {
        "term": "1122",
        "count": 9,
        "sections": 1,
        "gpa": 3.5555555555555554
      },
      {
        "term": "1154",
        "count": 12,
        "sections": 1,
        "gpa": 3.5833333333333335
      },
      {
        "term": "1164",
        "count": 12,
        "sections": 1,
        "gpa": 3.625
      },
      {
        "term": "1182",
        "count": 8,
        "sections": 1,
        "gpa": 3.5
      },
      {
        "term": "1194",
        "count": 7,
        "sections": 1,
        "gpa": 3.7857142857142856
      },
      {
        "term": "1224",
        "count": 21,
        "sections": 1,
        "gpa": 3.761904761904762
      },
      {
        "term": "1252",
        "count": 28,
        "sections": 1,
        "gpa": 3.142857142857143
      }
    ]
  }
]
```

## following

None recorded.
