arm definitions
Browse files- phase1_arms.json +235 -0
phase1_arms.json
ADDED
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| 1 |
+
{
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| 2 |
+
"accepted_count": 3803,
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| 3 |
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"adaptations": [
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| 4 |
+
"num_distributions set to 64",
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| 5 |
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"natural domains replaced by fixed embedding clusters",
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| 6 |
+
"minimum active mass scaled to minimum_examples / proxy_budget"
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| 7 |
+
],
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| 8 |
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"cluster_source": "quinnlue/audioset-dasheng-0.6b-emb",
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| 9 |
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| 10 |
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| 11 |
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| 12 |
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0.1,
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5.0
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| 27 |
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],
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| 28 |
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"deduplicated_count": 3710,
|
| 29 |
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"max_concentration": 5.0,
|
| 30 |
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"max_usage": 15.0,
|
| 31 |
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"method": "regmix_paper_dirichlet_rejection_v1",
|
| 32 |
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"min_concentration": 0.1,
|
| 33 |
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"minimum_examples": 100,
|
| 34 |
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"minimum_weight": 5.2300598737254347e-05,
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| 35 |
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| 36 |
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],
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"num_clusters": 20,
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| 58 |
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"num_concentrations": 15,
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| 59 |
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"paper": "Liu et al., RegMix, arXiv:2407.01492",
|
| 60 |
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"proposal_count": 6400,
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| 61 |
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"proxy_budget": 1912024,
|
| 62 |
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"reference_implementation": "https://github.com/sail-sg/regmix/blob/main/mixture_config/synthesize_mixture.py",
|
| 63 |
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"rounding": "nearest minimum_weight, then renormalize exactly",
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| 64 |
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"schema_version": 1,
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"seed": 42,
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"temperature": 0.5,
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| 113 |
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{
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| 114 |
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| 115 |
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"kind": "phase1_arm",
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| 116 |
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"name": "olmix-exact-kl05",
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| 117 |
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"note": "Olmix Exact + KL 0.05 optimum of the 256-run swarm",
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| 118 |
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{
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| 142 |
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| 143 |
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"kind": "phase1_arm",
|
| 144 |
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"name": "natural",
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| 145 |
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"note": "natural cluster proportions; the baseline to beat",
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| 146 |
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{
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| 170 |
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|
| 171 |
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"kind": "phase1_arm",
|
| 172 |
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"name": "best-observed",
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| 173 |
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"note": "best of the 256 measured (dist 215, HEAR 0.5698)",
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| 174 |
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{
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| 198 |
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|
| 199 |
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"kind": "phase1_arm",
|
| 200 |
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"name": "anti-optimum",
|
| 201 |
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"note": "worst predicted at the SAME KL from natural; falsification arm",
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| 202 |
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],
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| 226 |
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"num_distributions": 4,
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| 227 |
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"provenance": {
|
| 228 |
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"policy": "olmix exact + KL 0.05 (arXiv:2602.12237, Algorithm 1)",
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| 229 |
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"swarm": "quinnlue/mae-regmix-256",
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| 230 |
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"swarm_size": 256,
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| 231 |
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"surrogate": "per-task log-linear c+exp(A^T p), L2 alpha 1e-4",
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| 232 |
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"repetition_factor": 4.0,
|
| 233 |
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"requested_clips": 614400
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| 234 |
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}
|
| 235 |
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}
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