Hugging Face's logo

Spaces:
ProCreations
/
repro-procedural-generation-algorithm-discovery-tasks-native
Running

App Files Community
repro-procedural-generation-algorithm-discovery-tasks-native
File size: 3,071 Bytes
6fd091d
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
{
  "all_formula_rows_match": true,
  "all_small_enumerations_match": true,
  "assessment": "verified",
  "claim": 1,
  "destructive_control": {
    "b": 2,
    "correct": 4200,
    "d": 4,
    "m": 3,
    "without_nonempty_train_test_exclusion": 6804
  },
  "destructive_control_detected": true,
  "literal_claim": "DiscoGen procedurally generates over 400 million distinct algorithm discovery tasks via a combinatorial formula N_tasks = 2*3*b*(2^m-1)*(3^d-2^(d+1)+1) depending on the number of modules m, datasets d, and backends b (Section 4.2, Equation 1).",
  "main_domain_rows": [
    {
      "b": 1,
      "d": 11,
      "domain": "Bayesian Optimisation",
      "m": 6,
      "matches": true,
      "recomputed_tasks": 65413656,
      "reported_tasks": 65413656
    },
    {
      "b": 1,
      "d": 7,
      "domain": "Brain Speech Detection",
      "m": 3,
      "matches": true,
      "recomputed_tasks": 81144,
      "reported_tasks": 81144
    },
    {
      "b": 1,
      "d": 9,
      "domain": "Computer Vision Classification",
      "m": 4,
      "matches": true,
      "recomputed_tasks": 1679400,
      "reported_tasks": 1679400
    },
    {
      "b": 3,
      "d": 3,
      "domain": "Continual Learning",
      "m": 5,
      "matches": true,
      "recomputed_tasks": 6696,
      "reported_tasks": 6696
    },
    {
      "b": 1,
      "d": 4,
      "domain": "Greenhouse Gas Prediction",
      "m": 2,
      "matches": true,
      "recomputed_tasks": 900,
      "reported_tasks": 900
    },
    {
      "b": 2,
      "d": 4,
      "domain": "Language Modelling",
      "m": 3,
      "matches": true,
      "recomputed_tasks": 4200,
      "reported_tasks": 4200
    },
    {
      "b": 1,
      "d": 3,
      "domain": "Model Unlearning",
      "m": 1,
      "matches": true,
      "recomputed_tasks": 85176,
      "reported_tasks": 85176
    },
    {
      "b": 1,
      "d": 4,
      "domain": "Off-Policy RL",
      "m": 7,
      "matches": true,
      "recomputed_tasks": 38100,
      "reported_tasks": 38100
    },
    {
      "b": 3,
      "d": 13,
      "domain": "On-Policy RL",
      "m": 4,
      "matches": true,
      "recomputed_tasks": 426043800,
      "reported_tasks": 426043800
    },
    {
      "b": 1,
      "d": 4,
      "domain": "Unsupervised Environment Design",
      "m": 3,
      "matches": true,
      "recomputed_tasks": 2100,
      "reported_tasks": 2100
    }
  ],
  "main_total_from_rows": 493355172,
  "official_model_choices": 13,
  "over_400_million": true,
  "reported_main_total": 493355172,
  "small_exact_enumerations": [
    {
      "b": 1,
      "d": 2,
      "direct": 12,
      "formula": 12,
      "m": 1,
      "matches": true
    },
    {
      "b": 1,
      "d": 3,
      "direct": 216,
      "formula": 216,
      "m": 2,
      "matches": true
    },
    {
      "b": 2,
      "d": 4,
      "direct": 4200,
      "formula": 4200,
      "m": 3,
      "matches": true
    },
    {
      "b": 3,
      "d": 4,
      "direct": 13500,
      "formula": 13500,
      "m": 4,
      "matches": true
    }
  ]
}