Pith Number

pith:35CRU4OU

pith:2024:35CRU4OU5QMUOMOOYIIIOGW6PU

not attested not anchored not stored refs pending

OptiMUS-0.3: Using Large Language Models to Model and Solve Optimization Problems at Scale

Ali AhmadiTeshnizi, Connor Lawless, Herman Brunborg, Madeleine Udell, Shayan Talaei, Wenzhi Gao

arxiv:2407.19633 v4 · 2024-07-29 · cs.AI

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{35CRU4OU5QMUOMOOYIIIOGW6PU}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

8 papers in Pith

Large Language Models for Operations Research: A Comprehensive Survey

Graph-Grounded Optimization: Rao-Family Metaheuristics, Classical OR, and SLM-Driven Formulation over Knowledge Graphs

Agentic MIP Research: Accelerated Constraint Handler Generation

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

Receipt and verification

First computed	2026-06-30T00:15:06.880923Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

df451a71d4ec194731cec210871ade7d2013a6049d4ff7acfb87365156f158f7

Aliases

arxiv: 2407.19633 · arxiv_version: 2407.19633v4 · doi: 10.48550/arxiv.2407.19633 · pith_short_12: 35CRU4OU5QMU · pith_short_16: 35CRU4OU5QMUOMOO · pith_short_8: 35CRU4OU

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/35CRU4OU5QMUOMOOYIIIOGW6PU \
  | 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: df451a71d4ec194731cec210871ade7d2013a6049d4ff7acfb87365156f158f7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cb60526334ef83896dd08b5ff3ef237433a44889877951e6d78d5ee59a00c527",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-07-29T01:31:45Z",
    "title_canon_sha256": "843691e480d2ce284e2cdd169f42cdb5c94c3ff9f4498f2511029ffed6448603"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.19633",
    "kind": "arxiv",
    "version": 4
  }
}