Pith Number

pith:TFRGMV5K

pith:2025:TFRGMV5KS5M7ZNH6G453M25GXG

not attested not anchored not stored refs pending

Offline Reinforcement Learning with Generative Trajectory Policies

Chenan Wang, Haipeng Chen, Leshu Tang, Xinsong Feng

arxiv:2510.11499 v2 · 2025-10-13 · 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{TFRGMV5KS5M7ZNH6G453M25GXG}

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	2026-05-29T02:05:37.086234Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

99626657aa9759fcb4fe373bb66ba6b99b7a0211326e0d5edc94ab1a610c2933

Aliases

arxiv: 2510.11499 · arxiv_version: 2510.11499v2 · doi: 10.48550/arxiv.2510.11499 · pith_short_12: TFRGMV5KS5M7 · pith_short_16: TFRGMV5KS5M7ZNH6 · pith_short_8: TFRGMV5K

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/TFRGMV5KS5M7ZNH6G453M25GXG \
  | 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: 99626657aa9759fcb4fe373bb66ba6b99b7a0211326e0d5edc94ab1a610c2933

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1575e4c57a26605e51b95e102c62f068e55e8bacd242a2a6359bd4a40d7a6c92",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-10-13T15:06:28Z",
    "title_canon_sha256": "987362679645d0edeaba08c27b9eec4cc1e19df5c0036808590a697105a7517a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2510.11499",
    "kind": "arxiv",
    "version": 2
  }
}