Pith Number

pith:VAN4SOPH

pith:2024:VAN4SOPHW2OAPYGORNZGKLZDXX

not attested not anchored not stored refs pending

EnIGMA: Interactive Tools Substantially Assist LM Agents in Finding Security Vulnerabilities

Brendan Dolan-Gavitt, Carlos E. Jimenez, Farshad Khorrami, Haoran Xi, John Yang, Karthik Narasimhan, Kilian Lieret, Kimberly Milner, Meet Udeshi, Minghao Shao, Muhammad Shafique, Ofir Press, Prashanth Krishnamurthy, Ramesh Karri, Sofija Jancheska, Talor Abramovich

arxiv:2409.16165 v3 · 2024-09-24 · 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{VAN4SOPHW2OAPYGORNZGKLZDXX}

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

11 papers in Pith

Poisoned Playbooks: Demystifying Knowledge Poisoning Effects on AI Security Agents

MetaPS: Adaptive Programmatic Strategy Selection for Market Agents

Mastermind: Strategy-grounded Learning for Repository-Scale Vulnerability Reproduction

CyberEvolver: Structured Self-Evolution for Cybersecurity Agents On the Fly

Honeyval: A Comprehensive Evaluation Framework for LLM-powered HTTP Honeypots

Receipt and verification

First computed	2026-07-05T11:16:29.580359Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a81bc939e7b69c07e0ce8b72652f23bde8f823ce7ff7a40091d6524a38756714

Aliases

arxiv: 2409.16165 · arxiv_version: 2409.16165v3 · doi: 10.48550/arxiv.2409.16165 · pith_short_12: VAN4SOPHW2OA · pith_short_16: VAN4SOPHW2OAPYGO · pith_short_8: VAN4SOPH

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/VAN4SOPHW2OAPYGORNZGKLZDXX \
  | 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: a81bc939e7b69c07e0ce8b72652f23bde8f823ce7ff7a40091d6524a38756714

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c19b2970787523c5d70a2fc0c234ac605705d58d09d6407886bcd1a8fcf474d8",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-09-24T15:06:01Z",
    "title_canon_sha256": "b15f18993bec78edfc083a4ced0317f43eb5a0d9ae8fe442742ee072fc0780c7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.16165",
    "kind": "arxiv",
    "version": 3
  }
}