Pith Number

pith:4SOO26UD

pith:2025:4SOO26UD5LSIZFQWUZL46EPIHM

not attested not anchored not stored refs pending

Knowledge-Enhanced Program Repair for Data Science Code

Albert Merono Penuela, Jie M. Zhang, Shuyin Ouyang, Zeyu Sun

arxiv:2502.09771 v1 · 2025-02-13 · cs.SE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{4SOO26UD5LSIZFQWUZL46EPIHM}

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

Beyond Execution: Static-Analysis Rewards and Hint-Conditioned Diffusion RL for Code Generation

Receipt and verification

First computed	2026-07-05T10:17:54.252763Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e49ced7a83eae48c9616a657cf11e83b319947a1458cd82aae4dbd719620466b

Aliases

arxiv: 2502.09771 · arxiv_version: 2502.09771v1 · doi: 10.48550/arxiv.2502.09771 · pith_short_12: 4SOO26UD5LSI · pith_short_16: 4SOO26UD5LSIZFQW · pith_short_8: 4SOO26UD

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/4SOO26UD5LSIZFQWUZL46EPIHM \
  | 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: e49ced7a83eae48c9616a657cf11e83b319947a1458cd82aae4dbd719620466b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bdb56f4b961d38ab45bb0b8ba961020a4c457173b025c1395c77aaacc452ebc6",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/publicdomain/zero/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2025-02-13T21:00:21Z",
    "title_canon_sha256": "9433f299d7c7d92a255afd90b052149decf6d597931b6fc3d2c00d51b8e7daec"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.09771",
    "kind": "arxiv",
    "version": 1
  }
}