Pith Number

pith:HH3WVDWC

pith:2024:HH3WVDWCOYIMYLIDKWKYKAX74B

not attested not anchored not stored refs pending

Code Security Vulnerability Repair Using Reinforcement Learning with Large Language Models

Mohammad Bahrami Karkevandi, Nafis Tanveer Islam, Peyman Najafirad

arxiv:2401.07031 v2 · 2024-01-13 · cs.CR · cs.AI · 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{HH3WVDWCOYIMYLIDKWKYKAX74B}

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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

SynthFix: Adaptive Neuro-Symbolic Code Vulnerability Repair

Receipt and verification

First computed	2026-07-05T07:39:33.725811Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

39f76a8ec27610cc2d0355958502ffe0725c935246135cf5ffc709c85c3630e5

Aliases

arxiv: 2401.07031 · arxiv_version: 2401.07031v2 · doi: 10.48550/arxiv.2401.07031 · pith_short_12: HH3WVDWCOYIM · pith_short_16: HH3WVDWCOYIMYLID · pith_short_8: HH3WVDWC

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/HH3WVDWCOYIMYLIDKWKYKAX74B \
  | 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: 39f76a8ec27610cc2d0355958502ffe0725c935246135cf5ffc709c85c3630e5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1c5dca661752f01dfb4e278bb3a8dd17216152887fb7361acfb7835a82770471",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.SE"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2024-01-13T10:19:26Z",
    "title_canon_sha256": "c73a44c7e535d74e3f4fadb01415623cbf7c9025fe575f43b0f36b2876ad38d8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2401.07031",
    "kind": "arxiv",
    "version": 2
  }
}