Pith Number

pith:5MV7L4DP

pith:2024:5MV7L4DPU7NM6BBZLNUTDOYBTQ

not attested not anchored not stored refs pending

DeepCode AI Fix: Fixing Security Vulnerabilities with Large Language Models

Alexey Gronskiy, Berkay Berabi, Gishor Sivanrupan, Martin Vechev, Veselin Raychev, Victor Chibotaru

arxiv:2402.13291 v2 · 2024-02-19 · cs.CR · cs.LG · cs.PL · 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{5MV7L4DPU7NM6BBZLNUTDOYBTQ}

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

3 papers in Pith

Towards Demystifying and Repairing LLM-in-the-Loop Vulnerabilities

PerfCoder: Large Language Models for Interpretable Code Performance Optimization

Fine-grained Approaches for Confidence Calibration of LLMs in Automated Code Revision

Receipt and verification

First computed	2026-07-05T07:48:35.133447Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

eb2bf5f06fa7dacf04395b6931bb019c0346a1e5e5781ebcf991fd56996d3c1b

Aliases

arxiv: 2402.13291 · arxiv_version: 2402.13291v2 · doi: 10.48550/arxiv.2402.13291 · pith_short_12: 5MV7L4DPU7NM · pith_short_16: 5MV7L4DPU7NM6BBZ · pith_short_8: 5MV7L4DP

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/5MV7L4DPU7NM6BBZLNUTDOYBTQ \
  | 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: eb2bf5f06fa7dacf04395b6931bb019c0346a1e5e5781ebcf991fd56996d3c1b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6bee966bbc197b9f91fbe6f3904e2ac42aec0101fb23d7fd36787ed5241e6eb4",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.PL",
      "cs.SE"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2024-02-19T18:35:40Z",
    "title_canon_sha256": "05804c4f039311a42b75f9c66711e42c7f7f3263e9c4f7ca69f2d029a45cf130"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.13291",
    "kind": "arxiv",
    "version": 2
  }
}