Pith Number

pith:XLGSWIVS

pith:2024:XLGSWIVSCAWYBKQJEP6YCYXUXQ

not attested not anchored not stored refs pending

AutoSafeCoder: A Multi-Agent Framework for Securing LLM Code Generation through Static Analysis and Fuzz Testing

Ana Nunez, Nafis Tanveer Islam, Peyman Najafirad, Sumit Kumar Jha

arxiv:2409.10737 v2 · 2024-09-16 · cs.SE · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{XLGSWIVSCAWYBKQJEP6YCYXUXQ}

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

7 papers in Pith

SoK: AI Secure Code Generation: Progress, Pitfalls, and Paths Forward

Critic-Guided Heterogeneous Multi-Agent Reasoning for Reliable Mathematical Problem Solving

Learn from Your Mistakes: Tree-like Self-Play for Secure Code LLMs

Code as Agent Harness

IACDM: Interactive Adversarial Convergence Development Methodology -- A Structured Framework for AI-Assisted Software Development

Receipt and verification

First computed	2026-07-05T09:31:08.545246Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bacd2b22b2102d80aa0923fd8162f4bc37f8452387c22845e9ba53f0d347ed88

Aliases

arxiv: 2409.10737 · arxiv_version: 2409.10737v2 · doi: 10.48550/arxiv.2409.10737 · pith_short_12: XLGSWIVSCAWY · pith_short_16: XLGSWIVSCAWYBKQJ · pith_short_8: XLGSWIVS

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/XLGSWIVSCAWYBKQJEP6YCYXUXQ \
  | 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: bacd2b22b2102d80aa0923fd8162f4bc37f8452387c22845e9ba53f0d347ed88

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2cf11a84012ea9863743b6003b957a3cb9ea78e1f814af1c2408d185dee33862",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2024-09-16T21:15:56Z",
    "title_canon_sha256": "8e572f2ab33f0a8adbce82d330ba39e91a6198ba686c838a37b71a605828858d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.10737",
    "kind": "arxiv",
    "version": 2
  }
}