Datasets:
Formats:
csv
Languages:
English
Size:
10K - 100K
Tags:
recursive-self-improvement
symmetry-reduction
finite-groups
exact-compilation
dynamic-programming
reproducible-research
File size: 1,919 Bytes
dc7349e | 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 | {
"code_sha256": "8ad2c436ed95891f75738c067be486b53f85276e605ee7581fbb65e64c15a72a",
"locked_utc": "2026-11-06T08:25:53.345402+00:00",
"development_seeds": [
1,
2,
3
],
"holdout_seeds": [
101,
102,
103,
104,
105,
106,
107,
108,
109,
110,
111,
112,
113,
114,
115,
116,
117,
118,
119,
120
],
"group": "D_16, 32 elements",
"conditions": [
"structured",
"asymmetric",
"constant"
],
"budgets": [
250000,
2000000
],
"per_seed_train_tasks": 12,
"per_seed_fresh_tasks": 24,
"fresh_lengths": [
4,
8,
16,
32
],
"fresh_per_length": 6,
"primary_comparison": "recursive vs fast, with identical full-word dictionary and segmentation; dense and static isolate emergent symmetry",
"primary_metric": "all algorithm work including training, discovery, parsing, materialization, validation and dictionary transactions",
"fixed_budget_metric": "fresh tasks exactly correct within total 250000 algorithm-operation budget",
"reduction_control": "symmetry_reference deliberately identical to recursive, so no advantage over symmetry-aware memoized DP is claimed",
"negative_controls": "asymmetric inputs and constant kernels; all results reported regardless of sign",
"causal_probe": "h1 to h2 to h3 to h4 in subgroup ladder; actual boundary kernels change; learned, erased, inherited, static arms",
"oracle": "independent sequential per-target DP; fixed before methods, cost reported separately and added equally",
"wall_clock": "single instrumented runs per seed; descriptive Python timing, not production performance",
"memory": "retained DAG scalar slots include uncached ancestors; not bytes or peak temporary memory",
"no_tuning": "Do not edit code or parameters after viewing held-out results except disclosed correctness fixes and a new holdout block."
} |