Pith Number

pith:VMK3YMKM

pith:2024:VMK3YMKMF4HJEIFJU7XW4R5PGF

not attested not anchored not stored refs pending

OptiMUS: Scalable Optimization Modeling with (MI)LP Solvers and Large Language Models

Ali AhmadiTeshnizi, Madeleine Udell, Wenzhi Gao

arxiv:2402.10172 v1 · 2024-02-15 · cs.AI · cs.MA

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\usepackage{pith}
\pithnumber{VMK3YMKMF4HJEIFJU7XW4R5PGF}

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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

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

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

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

Democratizing Large-Scale Re-Optimization with LLM-Guided Model Patches

Receipt and verification

First computed	2026-07-05T07:45:42.348648Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ab15bc314c2f0e9220a9a7ef6e47af315018bd243bb81394609b2d1690eef262

Aliases

arxiv: 2402.10172 · arxiv_version: 2402.10172v1 · doi: 10.48550/arxiv.2402.10172 · pith_short_12: VMK3YMKMF4HJ · pith_short_16: VMK3YMKMF4HJEIFJ · pith_short_8: VMK3YMKM

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/VMK3YMKMF4HJEIFJU7XW4R5PGF \
  | 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: ab15bc314c2f0e9220a9a7ef6e47af315018bd243bb81394609b2d1690eef262

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b5c1dc076496b9fa4aa0819ef41a4ab7b636403eace52e1dee317cefcbbeb695",
    "cross_cats_sorted": [
      "cs.MA"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-02-15T18:19:18Z",
    "title_canon_sha256": "6dec21e27ac19743dac209fb904df101bbf33c3f397dbdd01d80351f9800e870"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.10172",
    "kind": "arxiv",
    "version": 1
  }
}