Pith Number

pith:LDYL3RYL

pith:2025:LDYL3RYLK5CJSUYUCL6WTZETDV

not attested not anchored not stored refs pending

FaultLine: Automated Proof-of-Vulnerability Generation Using LLM Agents

Baishakhi Ray, Roshanak Zilouchian Moghaddam, Vikram Nitin

arxiv:2507.15241 v1 · 2025-07-21 · 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{LDYL3RYLK5CJSUYUCL6WTZETDV}

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

8 papers in Pith

Refploit: Facilitating Exploit Construction via Code-Agent Trajectory Repair

Human oversight of agentic systems in practice: Examining the oversight work, challenges, and heuristics of developers using software agents

SEC-bench Pro: Can Language Models Solve Long-Horizon Software Security Tasks?

Agentic Vulnerability Reasoning on COTS Binaries

AnyPoC: Universal Proof-of-Concept Test Generation for Scalable LLM-Based Bug Detection

Receipt and verification

First computed	2026-07-05T11:40:20.889810Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

58f0bdc70b574499531412fd69e4931d538624503679da981b8c2d3186d295ad

Aliases

arxiv: 2507.15241 · arxiv_version: 2507.15241v1 · doi: 10.48550/arxiv.2507.15241 · pith_short_12: LDYL3RYLK5CJ · pith_short_16: LDYL3RYLK5CJSUYU · pith_short_8: LDYL3RYL

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/LDYL3RYLK5CJSUYUCL6WTZETDV \
  | 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: 58f0bdc70b574499531412fd69e4931d538624503679da981b8c2d3186d295ad

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "312b299c6fca35d74662992820a5b500931bf1ed1e0e038ef76f9b7182d1d784",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2025-07-21T04:55:34Z",
    "title_canon_sha256": "b742e642e9aaa8a26d114ea36d33d0f0af1672137700d063475e31c9ec050863"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.15241",
    "kind": "arxiv",
    "version": 1
  }
}