Pith Number

pith:3WNPMRHO

pith:2025:3WNPMRHOT5XNOKPQSUPOB2MZ72

not attested not anchored not stored refs pending

Meta-Black-Box-Optimization through Offline Q-function Learning

Hongshu Guo, Yue-Jiao Gong, Zeyuan Ma, Zhiguang Cao, Zhou Jiang

arxiv:2505.02010 v1 · 2025-05-04 · cs.NE · cs.LG

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{3WNPMRHOT5XNOKPQSUPOB2MZ72}

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Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Cited by

1 paper in Pith

Meta-Black-Box Optimization with Ensemble Surrogate Modeling for Robustness-Accuracy Trade-off within SAEA

Receipt and verification

First computed	2026-07-05T10:58:30.235729Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

dd9af644ee9f6ed729f0951ee0e999feba18eeb463678716ea962caf57a2edcf

Aliases

arxiv: 2505.02010 · arxiv_version: 2505.02010v1 · doi: 10.48550/arxiv.2505.02010 · pith_short_12: 3WNPMRHOT5XN · pith_short_16: 3WNPMRHOT5XNOKPQ · pith_short_8: 3WNPMRHO

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/3WNPMRHOT5XNOKPQSUPOB2MZ72 \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: dd9af644ee9f6ed729f0951ee0e999feba18eeb463678716ea962caf57a2edcf

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "455bef9377c6c2d386ee79cd30c07cb1d701e260d07f5ad5ca85de90de8ec68b",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.NE",
    "submitted_at": "2025-05-04T06:41:43Z",
    "title_canon_sha256": "f49c165aec34a45605cb5570939615b42f2a8ee223ac1f61065a1387f59a32d1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.02010",
    "kind": "arxiv",
    "version": 1
  }
}