Pith Number

pith:3KBSWQTI

pith:2025:3KBSWQTIKU2WF2CDJI3EJZAJAG

not attested not anchored not stored refs pending

OR-LLM-Agent: Automating Modeling and Solving of Operations Research Optimization Problems with Reasoning LLM

Boon-Hee Soong, Bowen Zhang, Chau Yuen, Genke Yang, Pengcheng Luo

arxiv:2503.10009 v3 · 2025-03-13 · cs.AI · math.OC

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\usepackage{pith}
\pithnumber{3KBSWQTIKU2WF2CDJI3EJZAJAG}

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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

11 papers in Pith

A$^{2}$utoLPBench: An Auto-Generated, Agent-Friendly LP Benchmark via Inverse-KKT Construction

ReflectiChain: Epistemic Grounding in LLM-Driven World Models for Supply Chain Resilience

OR-Space: A Full-Lifecycle Workspace Benchmark for Industrial Optimization Agents

Large Language Models for Operations Research: A Comprehensive Survey

IterSIMP-{\sigma}: Evaluating LLM-Assisted Spatial Interventions in Stress-Aware Topology Optimization

Receipt and verification

First computed	2026-07-05T11:46:41.051368Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

da832b4268553562e8434a3644e409018ffac11e70ba62901ab79a5ccc7a999c

Aliases

arxiv: 2503.10009 · arxiv_version: 2503.10009v3 · doi: 10.48550/arxiv.2503.10009 · pith_short_12: 3KBSWQTIKU2W · pith_short_16: 3KBSWQTIKU2WF2CD · pith_short_8: 3KBSWQTI

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/3KBSWQTIKU2WF2CDJI3EJZAJAG \
  | 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: da832b4268553562e8434a3644e409018ffac11e70ba62901ab79a5ccc7a999c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b6423f8f3d03612073aaf5b3b3d1dda3f148648971a1af6cb8d846bc4726090a",
    "cross_cats_sorted": [
      "math.OC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-03-13T03:40:50Z",
    "title_canon_sha256": "1e2f172201820f3ca7efba51e790dd279ed3bc908231d3c643f18657155ad912"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.10009",
    "kind": "arxiv",
    "version": 3
  }
}