Pith Number

pith:EZBQV4RV

pith:2024:EZBQV4RVTG6BID4DQJ2B437DBG

not attested not anchored not stored refs pending

Enhancing Reverse Engineering: Investigating and Benchmarking Large Language Models for Vulnerability Analysis in Decompiled Binaries

Ana Nunez, Dylan Manuel, Elias Bou-Harb, Joseph Khoury, Nafis Tanveer Islam, Peyman Najafirad

arxiv:2411.04981 v1 · 2024-11-07 · cs.CR · 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{EZBQV4RVTG6BID4DQJ2B437DBG}

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

2 papers in Pith

Evaluating Fine-Tuning and Metrics for Neural Decompilation of Dart AOT Binaries

Analyzing Chain of Thought (CoT) Approaches in Control Flow Code Deobfuscation Tasks

Receipt and verification

First computed	2026-07-05T09:32:37.228820Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

26430af23599bc140f8382741e6fe309bf822ac081b4017c3d70599029dae54d

Aliases

arxiv: 2411.04981 · arxiv_version: 2411.04981v1 · doi: 10.48550/arxiv.2411.04981 · pith_short_12: EZBQV4RVTG6B · pith_short_16: EZBQV4RVTG6BID4D · pith_short_8: EZBQV4RV

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/EZBQV4RVTG6BID4DQJ2B437DBG \
  | 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: 26430af23599bc140f8382741e6fe309bf822ac081b4017c3d70599029dae54d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e5ee13819f4706195bef6c59adb03cbe30421ee1087e6537c0c589fff485999b",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2024-11-07T18:54:31Z",
    "title_canon_sha256": "e2f04dbf8a14d8e8dd1f55ee793606a74f98f4d5c5e9a13b6598585a3ff4335d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.04981",
    "kind": "arxiv",
    "version": 1
  }
}