Pith Number

pith:VGWMCXOX

pith:2025:VGWMCXOXY7FOFEOELU7FBFGGUM

not attested not anchored not stored refs pending

Graph-Enhanced Policy Optimization in LLM Agent Training

Jiazhen Yuan, Jinquan Hang, Wei Zhao, Zhengbiao Bai, Zhike Gong

arxiv:2510.26270 v2 · 2025-10-30 · 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{VGWMCXOXY7FOFEOELU7FBFGGUM}

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	2026-05-29T01:04:57.559509Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a9acc15dd7c7cae291c45d3e5094c6a318496f9c03fd20236246f9c1a045c983

Aliases

arxiv: 2510.26270 · arxiv_version: 2510.26270v2 · doi: 10.48550/arxiv.2510.26270 · pith_short_12: VGWMCXOXY7FO · pith_short_16: VGWMCXOXY7FOFEOE · pith_short_8: VGWMCXOX

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/VGWMCXOXY7FOFEOELU7FBFGGUM \
  | 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: a9acc15dd7c7cae291c45d3e5094c6a318496f9c03fd20236246f9c1a045c983

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "12fb5d7cda3346a09ac24f0f7a1a96e2f129842a7dccec3d3d62ad38fcfab744",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-10-30T08:53:41Z",
    "title_canon_sha256": "3dc77d301413ff029929fd57e44047e1a49b6186e1a39c6844defad82424e48b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2510.26270",
    "kind": "arxiv",
    "version": 2
  }
}