Pith Number

pith:HPVZUZ65

pith:2024:HPVZUZ65HFMUPXYFD7S27UZFM3

not attested not anchored not stored refs pending

Robust and Adaptive Optimization under a Large Language Model Lens

Dimitris Bertsimas, Georgios Margaritis

arxiv:2501.00568 v1 · 2024-12-31 · 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{HPVZUZ65HFMUPXYFD7S27UZFM3}

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

3 papers in Pith

Large Language Models for Operations Research: A Comprehensive Survey

Automated Reformulation of Robust Optimization via Memory-Augmented Large Language Models

Optimizing Service Operations via LLM-Powered Multi-Agent Simulation

Receipt and verification

First computed	2026-07-05T09:56:07.628966Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3beb9a67dd395947df051fe5afd32566d2d00cf77f1e03f541ab53a089a3b1f1

Aliases

arxiv: 2501.00568 · arxiv_version: 2501.00568v1 · doi: 10.48550/arxiv.2501.00568 · pith_short_12: HPVZUZ65HFMU · pith_short_16: HPVZUZ65HFMUPXYF · pith_short_8: HPVZUZ65

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/HPVZUZ65HFMUPXYFD7S27UZFM3 \
  | 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: 3beb9a67dd395947df051fe5afd32566d2d00cf77f1e03f541ab53a089a3b1f1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f3000adcaf7cb0361aac9d4617f44a327de64f07bcbf10fb80f27f6d4c59c349",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "math.OC",
    "submitted_at": "2024-12-31T17:53:42Z",
    "title_canon_sha256": "d7d6cd1af52dc759f97040ed8787b6df2f5a474cb7b8f5eaea612c605a61c59d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.00568",
    "kind": "arxiv",
    "version": 1
  }
}