Pith Number

pith:HPO6HSV7

pith:2023:HPO6HSV7TSNDDD5VEGXZKBGYKO

not attested not anchored not stored refs pending

Language Models for Business Optimisation with a Real World Case Study in Production Scheduling

Damminda Alahakoon, Pivithuru Thejan Amarasinghe, Su Nguyen, Yuan Sun

arxiv:2309.13218 v5 · 2023-09-22 · 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{HPO6HSV7TSNDDD5VEGXZKBGYKO}

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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

1 paper in Pith

Large Language Models for Operations Research: A Comprehensive Survey

Receipt and verification

First computed	2026-07-05T10:52:09.340071Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3bdde3cabf9c9a318fb521af9504d853994892e60c7ecbc26fb3f4a1bd70bdbb

Aliases

arxiv: 2309.13218 · arxiv_version: 2309.13218v5 · doi: 10.48550/arxiv.2309.13218 · pith_short_12: HPO6HSV7TSND · pith_short_16: HPO6HSV7TSNDDD5V · pith_short_8: HPO6HSV7

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/HPO6HSV7TSNDDD5VEGXZKBGYKO \
  | 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: 3bdde3cabf9c9a318fb521af9504d853994892e60c7ecbc26fb3f4a1bd70bdbb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7dd2396f30b4d3121bb12824db69c4a906b4e79dab9f18784ef162bde57ed4e5",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2023-09-22T23:45:21Z",
    "title_canon_sha256": "aad3f7c433233a8655a673e609f3c82eb68c6ef1bd24b42b4e8a84b8bbe15998"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2309.13218",
    "kind": "arxiv",
    "version": 5
  }
}