Pith Number

pith:KTJRMGWK

pith:2025:KTJRMGWKHO5ILOEAYDCCMU2KGJ

not attested not anchored not stored refs pending

Accelerating Automatic Program Repair with Dual Retrieval-Augmented Fine-Tuning and Patch Generation on Large Language Models

Bishenghui Tao, Hanyang Guo, Hong-Ning Dai, Peng Di, Xiaoheng Xie, Yu Zhang, Zibin Zheng

arxiv:2507.10103 v1 · 2025-07-14 · cs.SE · cs.CR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{KTJRMGWKHO5ILOEAYDCCMU2KGJ}

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.

Receipt and verification

First computed	2026-07-05T11:36:45.090480Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

54d3161aca3bba85b880c0c426534a3246c3d951974f4a8804c5cdcde0fcb2e2

Aliases

arxiv: 2507.10103 · arxiv_version: 2507.10103v1 · doi: 10.48550/arxiv.2507.10103 · pith_short_12: KTJRMGWKHO5I · pith_short_16: KTJRMGWKHO5ILOEA · pith_short_8: KTJRMGWK

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/KTJRMGWKHO5ILOEAYDCCMU2KGJ \
  | 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: 54d3161aca3bba85b880c0c426534a3246c3d951974f4a8804c5cdcde0fcb2e2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f788185ef13ca30fee93dc9079cbe016ad74897d2e0ab4f2b9f6cd0eef43de1c",
    "cross_cats_sorted": [
      "cs.CR"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2025-07-14T09:41:51Z",
    "title_canon_sha256": "90e1317dec7f3ac26f2b4d8a345b757566d2ff80993e2ef03920aac81ec65fff"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.10103",
    "kind": "arxiv",
    "version": 1
  }
}