Pith Number

pith:6GC247E5

pith:2023:6GC247E5QBFTSWI7TF7NQBRSAT

not attested not anchored not stored refs pending

Towards Optimizing with Large Language Models

Pei-Fu Guo, Shou-De Lin, Ying-Hsuan Chen, Yun-Da Tsai

arxiv:2310.05204 v3 · 2023-10-08 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{6GC247E5QBFTSWI7TF7NQBRSAT}

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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

2 papers in Pith

OPT-Engine: Benchmarking the Limits of LLMs in Optimization Modeling via Complexity Scaling

TurboAgent: An LLM-Driven Autonomous Multi-Agent Framework for Turbomachinery Aerodynamic Design

Receipt and verification

First computed	2026-07-05T08:23:12.698041Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f185ae7c9d804b39591f997ed8063204c2d67ae8aa5578f4b55738e19da74612

Aliases

arxiv: 2310.05204 · arxiv_version: 2310.05204v3 · doi: 10.48550/arxiv.2310.05204 · pith_short_12: 6GC247E5QBFT · pith_short_16: 6GC247E5QBFTSWI7 · pith_short_8: 6GC247E5

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/6GC247E5QBFTSWI7TF7NQBRSAT \
  | 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: f185ae7c9d804b39591f997ed8063204c2d67ae8aa5578f4b55738e19da74612

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0a24a950959647bc56600fc17cd7248a37fd4dc39cd51984162056c63ca9f3d1",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-10-08T15:35:00Z",
    "title_canon_sha256": "67c0b73d32d9e56d25a25722dc325a686fa776e9df0bd8b241139a4a632e8575"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.05204",
    "kind": "arxiv",
    "version": 3
  }
}