Pith Number

pith:YQAGUQNG

pith:2024:YQAGUQNGI32IZY6ZSTRRPLSAYL

not attested not anchored not stored refs pending

Offline Trajectory Optimization for Offline Reinforcement Learning

Fajie Yuan, Jun Ma, Liu Yang, Pengjie Ren, Xin Xin, Yunsen Liang, Zhaochun Ren, Zhumin Chen, Ziqi Zhao

arxiv:2404.10393 v2 · 2024-04-16 · cs.LG · cs.AI

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\usepackage{pith}
\pithnumber{YQAGUQNGI32IZY6ZSTRRPLSAYL}

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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

LLM-Driven Policy Diffusion: Enhancing Generalization in Offline Reinforcement Learning

Receipt and verification

First computed	2026-07-05T11:34:41.817091Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c4006a41a646f48ce3d994e317ae40c2c76896b046bbb3fbb54260f333c90300

Aliases

arxiv: 2404.10393 · arxiv_version: 2404.10393v2 · doi: 10.48550/arxiv.2404.10393 · pith_short_12: YQAGUQNGI32I · pith_short_16: YQAGUQNGI32IZY6Z · pith_short_8: YQAGUQNG

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/YQAGUQNGI32IZY6ZSTRRPLSAYL \
  | 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: c4006a41a646f48ce3d994e317ae40c2c76896b046bbb3fbb54260f333c90300

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4c5e42644aacf2697e1535b32b9b94e2ff585d91483d44b0ce719499597587be",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-04-16T08:48:46Z",
    "title_canon_sha256": "a9a85d5868e4b7ebdd3135ef4500a51d3b94518d719efeb1c959c8748ce1a974"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.10393",
    "kind": "arxiv",
    "version": 2
  }
}