Pith Number

pith:XFJKBDAM

pith:2023:XFJKBDAMBS7WEH3VWVEGM4TA65

not attested not anchored not stored refs pending

Enhancing Automated Program Repair through Fine-tuning and Prompt Engineering

Anindya Iqbal, Joanna C. S. Santos, Masum Hasan, Md. Mohib Hossain, Mohammed Latif Siddiq, Rishov Paul

arxiv:2304.07840 v2 · 2023-04-16 · cs.LG · 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{XFJKBDAMBS7WEH3VWVEGM4TA65}

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

DynaFix: Iterative Automated Program Repair Driven by Execution-Level Dynamic Information

Receipt and verification

First computed	2026-07-05T06:33:33.143133Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b952a08c0c0cbf621f75b548667260f77fb9e2f0838f0a48c72552fec8b48559

Aliases

arxiv: 2304.07840 · arxiv_version: 2304.07840v2 · doi: 10.48550/arxiv.2304.07840 · pith_short_12: XFJKBDAMBS7W · pith_short_16: XFJKBDAMBS7WEH3V · pith_short_8: XFJKBDAM

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/XFJKBDAMBS7WEH3VWVEGM4TA65 \
  | 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: b952a08c0c0cbf621f75b548667260f77fb9e2f0838f0a48c72552fec8b48559

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bae6a721e39cef6ade158e271dc82a7672cdd2b750892c02e536532ed07bf410",
    "cross_cats_sorted": [
      "cs.SE"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-04-16T17:29:51Z",
    "title_canon_sha256": "9b61cfbec8325dc47ddb1c4c88f3669088515d4b6f12cb85b6ecb6ccdc20b438"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2304.07840",
    "kind": "arxiv",
    "version": 2
  }
}