Pith Number

pith:TKCRMJTI

pith:2025:TKCRMJTIX33XH4SB6K5AHAMCWA

not attested not anchored not stored refs pending

OptMATH: A Scalable Bidirectional Data Synthesis Framework for Optimization Modeling

Can Ren, Hongliang Lu, Yaoyu Wu, Yuxuan Chen, Zaiwen Wen, Zhonglin Xie

arxiv:2502.11102 v2 · 2025-02-16 · cs.AI · cs.LG

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{TKCRMJTIX33XH4SB6K5AHAMCWA}

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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

FrontierOR: Benchmarking LLMs' Capacity for Efficient Algorithm Design in Large-Scale Optimization

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

OPT-Engine: Benchmarking the Limits of LLMs in Optimization Modeling via Complexity Scaling

From Soliloquy to Agora: Memory-Enhanced LLM Agents with Decentralized Debate for Optimization Modeling

Co-evolving Agent Architectures and Interpretable Reasoning for Automated Optimization

Receipt and verification

First computed	2026-07-05T10:17:54.409331Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9a85162668bef773f241f2ba038182b0303f610c342fe41085bcf40a84810cbd

Aliases

arxiv: 2502.11102 · arxiv_version: 2502.11102v2 · doi: 10.48550/arxiv.2502.11102 · pith_short_12: TKCRMJTIX33X · pith_short_16: TKCRMJTIX33XH4SB · pith_short_8: TKCRMJTI

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/TKCRMJTIX33XH4SB6K5AHAMCWA \
  | 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: 9a85162668bef773f241f2ba038182b0303f610c342fe41085bcf40a84810cbd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a341677c641d92859207e007a1017d045a45179735ccefbf98d821ce49187467",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-02-16T12:38:37Z",
    "title_canon_sha256": "c781663485bba6017f18c96134763ceb1f1caefc2dde315f17a9a06c8a688b6e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.11102",
    "kind": "arxiv",
    "version": 2
  }
}