Pith Number

pith:YOQCE3VU

pith:2025:YOQCE3VUSWYGRA35VMW5MCO2QJ

not attested not anchored not stored refs pending

Analytic Energy-Guided Policy Optimization for Offline Reinforcement Learning

Dacheng Tao, Hechang Chen, Jifeng Hu, Lichao Sun, Li Shen, Shengchao Hu, Sili Huang, Yi Chang, Zhejian Yang

arxiv:2505.01822 v1 · 2025-05-03 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{YOQCE3VUSWYGRA35VMW5MCO2QJ}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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.

Receipt and verification

First computed	2026-07-05T10:58:04.719849Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c3a0226eb495b068837dab2dd609da824b88394266fc07f92b713d715f96c7f5

Aliases

arxiv: 2505.01822 · arxiv_version: 2505.01822v1 · doi: 10.48550/arxiv.2505.01822 · pith_short_12: YOQCE3VUSWYG · pith_short_16: YOQCE3VUSWYGRA35 · pith_short_8: YOQCE3VU

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/YOQCE3VUSWYGRA35VMW5MCO2QJ \
  | 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: c3a0226eb495b068837dab2dd609da824b88394266fc07f92b713d715f96c7f5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5d89e9436ff208acdb180adc8d9e957f551f48c4d71b6881a987bdebdc98fbdf",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-03T14:00:25Z",
    "title_canon_sha256": "e0d5da98c40715dfcf31f7525de238b3d9a02594acdba559cf2d9b2e52ecd301"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.01822",
    "kind": "arxiv",
    "version": 1
  }
}