Pith Number

pith:NEWAQM2R

pith:2025:NEWAQM2R7NMOGIMVEENLU2ZWIO

not attested not anchored not stored refs pending

GraphThought: Graph Combinatorial Optimization with Thought Generation

Bo Jin, Changhong Lu, Chuyun Shen, Haosheng Chen, Junjie Sheng, Lifeng Guo, Wenhao Li, Xiangfeng Wang, Zixiao Huang

arxiv:2502.11607 v2 · 2025-02-17 · cs.LG

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\usepackage{pith}
\pithnumber{NEWAQM2R7NMOGIMVEENLU2ZWIO}

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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

5 papers in Pith

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

Large Language Models for Operations Research: A Comprehensive Survey

Reasoning in a Combinatorial and Constrained World: Benchmarking LLMs on Natural-Language Combinatorial Optimization

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

An Agentic AI Framework with Large Language Models and Chain-of-Thought for UAV-Assisted Logistics Scheduling with Mobile Edge Computing

Receipt and verification

First computed	2026-07-05T11:20:09.356932Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

692c083351fb58e32195211aba6b3643b3f8b492e2af274b88594b22e1e525b2

Aliases

arxiv: 2502.11607 · arxiv_version: 2502.11607v2 · doi: 10.48550/arxiv.2502.11607 · pith_short_12: NEWAQM2R7NMO · pith_short_16: NEWAQM2R7NMOGIMV · pith_short_8: NEWAQM2R

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/NEWAQM2R7NMOGIMVEENLU2ZWIO \
  | 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: 692c083351fb58e32195211aba6b3643b3f8b492e2af274b88594b22e1e525b2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0efa6711e41cce433903941442d3e036613eafdeb598412ab15e135ce706277d",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-17T09:50:41Z",
    "title_canon_sha256": "99a7aa7373fd3838c2dbd72f41ee420f1903a38c2e7685aa3b4a38f7b716371d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.11607",
    "kind": "arxiv",
    "version": 2
  }
}