Pith Number

pith:HVFBBWE6

pith:2025:HVFBBWE6ZBYPLBIYA5ZAP4SU4G

not attested not anchored not stored refs pending

G1: Teaching LLMs to Reason on Graphs with Reinforcement Learning

Ang Li, Stefanie Jegelka, Xiaojun Guo, Yifei Wang, Yisen Wang

arxiv:2505.18499 v3 · 2025-05-24 · cs.LG · cs.AI · stat.ML

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{HVFBBWE6ZBYPLBIYA5ZAP4SU4G}

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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

7 papers in Pith

TheoremGraph: Bridging Formal and Informal Mathematics

Are Large Language Models Suitable for Graph Computation? Progress and Prospects

Can RL Teach Long-Horizon Reasoning to LLMs? Expressiveness Is Key

GraphScout: Empowering Large Language Models with Intrinsic Exploration Ability for Agentic Graph Reasoning

Can RL Teach Long-Horizon Reasoning to LLMs? Expressiveness Is Key

Receipt and verification

First computed	2026-07-05T11:55:40.151487Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3d4a10d89ec870f58518077207f254e19c48c3dd344e645319749e5b104a1930

Aliases

arxiv: 2505.18499 · arxiv_version: 2505.18499v3 · doi: 10.48550/arxiv.2505.18499 · pith_short_12: HVFBBWE6ZBYP · pith_short_16: HVFBBWE6ZBYPLBIY · pith_short_8: HVFBBWE6

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/HVFBBWE6ZBYPLBIYA5ZAP4SU4G \
  | 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: 3d4a10d89ec870f58518077207f254e19c48c3dd344e645319749e5b104a1930

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "16e46010ed7b3313fb18d263658c2e1f99f004f73883dc69974170db126f3c82",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-24T04:33:41Z",
    "title_canon_sha256": "6535eb16ed9a13195a5237edf3844982feaf2c5fe669d5da45480b4802bc1899"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.18499",
    "kind": "arxiv",
    "version": 3
  }
}