Pith Number

pith:4NADR33A

pith:2024:4NADR33AW2EHC5RNXW73GC56HO

not attested not anchored not stored refs pending

Code Repair with LLMs gives an Exploration-Exploitation Tradeoff

Hao Tang, Jin Peng Zhou, Kevin Ellis, Keya Hu, Sicheng Zhong, Wei-Long Zheng, Xujie Si

arxiv:2405.17503 v3 · 2024-05-26 · cs.SE · cs.AI · cs.CL · cs.PL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{4NADR33AW2EHC5RNXW73GC56HO}

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

2 papers in Pith

Distilling Game Code World Model Generation into Lightweight Large Language Models

Automating Computational Reproducibility in Social Science: Comparing Prompt-Based and Agent-Based Approaches

Receipt and verification

First computed	2026-07-05T09:28:12.267901Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e34038ef60b68871762dbdbfb30bbe3bbd26c1dcc339d7325b8178edb61fa3fe

Aliases

arxiv: 2405.17503 · arxiv_version: 2405.17503v3 · doi: 10.48550/arxiv.2405.17503 · pith_short_12: 4NADR33AW2EH · pith_short_16: 4NADR33AW2EHC5RN · pith_short_8: 4NADR33A

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/4NADR33AW2EHC5RNXW73GC56HO \
  | 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: e34038ef60b68871762dbdbfb30bbe3bbd26c1dcc339d7325b8178edb61fa3fe

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d63084237bb4a9b9dcd44978caeba85b91c29210e776bfd4bae66c9312c74efa",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL",
      "cs.PL"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2024-05-26T04:00:30Z",
    "title_canon_sha256": "a2a26562f30e62792ef283bb80187f9b1c5c92f5b82263d01da748a100fc5d5b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.17503",
    "kind": "arxiv",
    "version": 3
  }
}