Pith Number

pith:OIGEXHH2

pith:2025:OIGEXHH2CLCIF2YIO72WLIMUE3

not attested not anchored not stored refs pending

Improving Existing Optimization Algorithms with LLMs

Camilo Chac\'on Sartori, Christian Blum

arxiv:2502.08298 v1 · 2025-02-12 · cs.AI · cs.CL · cs.LG · cs.SE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{OIGEXHH2CLCIF2YIO72WLIMUE3}

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

1 paper in Pith

Large Language Models for Operations Research: A Comprehensive Survey

Receipt and verification

First computed	2026-07-05T10:13:20.612496Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

720c4b9cfa12c482eb0877f565a19426ddffac1d17e6756ea02aa6a57ab50af4

Aliases

arxiv: 2502.08298 · arxiv_version: 2502.08298v1 · doi: 10.48550/arxiv.2502.08298 · pith_short_12: OIGEXHH2CLCI · pith_short_16: OIGEXHH2CLCIF2YI · pith_short_8: OIGEXHH2

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/OIGEXHH2CLCIF2YIO72WLIMUE3 \
  | 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: 720c4b9cfa12c482eb0877f565a19426ddffac1d17e6756ea02aa6a57ab50af4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4ab1dbf0b6ebe899745e58510d5c74a9956b2d098fc2ced647af04cd4e4c1fae",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.LG",
      "cs.SE"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-02-12T10:58:57Z",
    "title_canon_sha256": "0b04b6fa15a75ea64b1bee61b8e44ecaea1d41f406690eaa8ccd8c4e659611c0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.08298",
    "kind": "arxiv",
    "version": 1
  }
}