Pith Number

pith:LWRINKFJ

pith:2024:LWRINKFJD72KQKAQYOWQL5SEE2

not attested not anchored not stored refs pending

A Case Study of LLM for Automated Vulnerability Repair: Assessing Impact of Reasoning and Patch Validation Feedback

Bowen Xu, Haotian Zhu, Marcelo d'Amorim, Ummay Kulsum

arxiv:2405.15690 v1 · 2024-05-24 · 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{LWRINKFJD72KQKAQYOWQL5SEE2}

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

SHIELDS: Automating OS Hardening with Iterative Multi-Agent Remediation

Receipt and verification

First computed	2026-07-05T08:22:52.755335Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5da286a8a91ff4a82810c3ad05f64426a02f59937816dace729cce5e31c7fb1b

Aliases

arxiv: 2405.15690 · arxiv_version: 2405.15690v1 · doi: 10.48550/arxiv.2405.15690 · pith_short_12: LWRINKFJD72K · pith_short_16: LWRINKFJD72KQKAQ · pith_short_8: LWRINKFJ

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/LWRINKFJD72KQKAQYOWQL5SEE2 \
  | 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: 5da286a8a91ff4a82810c3ad05f64426a02f59937816dace729cce5e31c7fb1b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cd9aae24f2525a69afca194b1a9a32eda45ce18837ecb8743fa5a83ea8b4e735",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2024-05-24T16:29:48Z",
    "title_canon_sha256": "85d37b4bb98279c7deeef156f7b3f407f982a393c300a48780cebd0005f8d8e5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.15690",
    "kind": "arxiv",
    "version": 1
  }
}