Pith Number

pith:KKMYMKO5

pith:2024:KKMYMKO5EUAIDIZ6YMBMT7PGMQ

not attested not anchored not stored refs pending

From Large Language Models and Optimization to Decision Optimization CoPilot: A Research Manifesto

Dick den Hertog, Donato Maragno, Farzaneh Mirzazadeh, Ilker Birbil, Jannis Kurtz, Leonard Boussioux, Segev Wasserkrug

arxiv:2402.16269 v1 · 2024-02-26 · cs.AI · cs.LG · math.OC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{KKMYMKO5EUAIDIZ6YMBMT7PGMQ}

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

ORPilot: A Production-Oriented Agentic LLM-for-OR Tool for Optimization Modeling

Receipt and verification

First computed	2026-07-05T07:49:19.676523Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

52998629dd250081a33ec302c9fde6643a3a75084c95b4a37925531a46989190

Aliases

arxiv: 2402.16269 · arxiv_version: 2402.16269v1 · doi: 10.48550/arxiv.2402.16269 · pith_short_12: KKMYMKO5EUAI · pith_short_16: KKMYMKO5EUAIDIZ6 · pith_short_8: KKMYMKO5

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/KKMYMKO5EUAIDIZ6YMBMT7PGMQ \
  | 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: 52998629dd250081a33ec302c9fde6643a3a75084c95b4a37925531a46989190

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1a8c59ca9a79bd8dce271a0a17d01c507faaa099350e415fe26bf8a46b6caa7d",
    "cross_cats_sorted": [
      "cs.LG",
      "math.OC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-02-26T03:10:11Z",
    "title_canon_sha256": "fc373156ab818c65bc0b9c262db5db7afb351adf357cb84b635a646016eb52e8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.16269",
    "kind": "arxiv",
    "version": 1
  }
}