Pith Number

pith:OZCCORUA

pith:2026:OZCCORUAOF5RSE4BURDC4BIORH

not attested not anchored not stored refs pending

RAVEN: Retrieval-Augmented Vulnerability Exploration Network for Memory Corruption Analysis in User Code and Binary Programs

Achyuta Muthuvelan, Asini Subanya, Boubacar Ballo, Boyuan Chen, Eleanna Kafeza, Hakim Hacid, Kashish Satija, Mariam Shafey, Minghao Shao, Mohamed Mahmoud, Moncif Dahaji Bouffi, Mthandazo Ndhlovu, Muhammad Shafique, Parteek Jamwal, Pasindu Wickramasinghe, Sanjay Rawat, Siyona Goel, Yaakulya Sabbani

RAVEN uses LLM agents and retrieval to generate structured vulnerability reports from code samples.

arxiv:2604.17948 v2 · 2026-04-20 · cs.CR · cs.AI · cs.MA

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{OZCCORUAOF5RSE4BURDC4BIORH}

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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.

Claims

C1strongest claim

Results show an average quality score of 54.21%, supporting the effectiveness of our approach for automated vulnerability documentation.

C2weakest assumption

The LLM-based judge accurately measures report quality across structural integrity, ground truth alignment, code reasoning, and remediation without independent human validation or baselines.

C3one line summary

RAVEN combines LLM agents and RAG to generate Project Zero-style vulnerability reports, achieving 54.21% average quality on 105 NIST-SARD samples across 15 CWE types.

Receipt and verification

First computed	2026-06-08T01:05:11.203132Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7644274680717b191381a4462e050e89df8701efc2877cbea064bccd00ce0f7c

Aliases

arxiv: 2604.17948 · arxiv_version: 2604.17948v2 · doi: 10.48550/arxiv.2604.17948 · pith_short_12: OZCCORUAOF5R · pith_short_16: OZCCORUAOF5RSE4B · pith_short_8: OZCCORUA

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/OZCCORUAOF5RSE4BURDC4BIORH \
  | 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: 7644274680717b191381a4462e050e89df8701efc2877cbea064bccd00ce0f7c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8ae9da9e75ddaa01fe054e53bd8a65961bcba9cc57e1afee737b0b6c1dd1118e",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.MA"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2026-04-20T08:29:48Z",
    "title_canon_sha256": "0170a405576b10108873dff02500392914fc8f436b41c7f7d65435732c8bfa45"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2604.17948",
    "kind": "arxiv",
    "version": 2
  }
}