Pith Number

pith:K5HMLRWH

pith:2023:K5HMLRWH4FG3QWVYOU3S5JS3XZ

not attested not anchored not stored refs pending

A Survey on Automated Software Vulnerability Detection Using Machine Learning and Deep Learning

Alvine Boaye Belle, Junjie Wang, Nachiappan Nagappan, Nima Shiri Harzevili, Song Wang, Zhen Ming (Jack) Jiang

arxiv:2306.11673 v1 · 2023-06-20 · 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{K5HMLRWH4FG3QWVYOU3S5JS3XZ}

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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.

Cited by

3 papers in Pith

Direction for Detection: A Survey of Automated Vulnerability Detection and all of its Pain Points

Three Heads Are Better Than One: A Multi-perspective Reasoning Framework for Enhanced Vulnerability Detection

Verify Before You Fix: Agentic Execution Grounding for Trustworthy Cross-Language Code Analysis

Receipt and verification

First computed	2026-07-05T06:22:22.429905Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

574ec5c6c7e14db85ab875372ea65bbe5550c82bf03dbe8906a71ebe3c32fd41

Aliases

arxiv: 2306.11673 · arxiv_version: 2306.11673v1 · doi: 10.48550/arxiv.2306.11673 · pith_short_12: K5HMLRWH4FG3 · pith_short_16: K5HMLRWH4FG3QWVY · pith_short_8: K5HMLRWH

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/K5HMLRWH4FG3QWVYOU3S5JS3XZ \
  | 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: 574ec5c6c7e14db85ab875372ea65bbe5550c82bf03dbe8906a71ebe3c32fd41

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3ad4290f53ed97c01436f1ea5e5af4cfb49ed9d64234929bffa3dfc1e6d0053b",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2023-06-20T16:51:59Z",
    "title_canon_sha256": "c7e4f55c6f7f3717a36e800fbf4a29cc600c6fbe842c4d9c09704d6d54a711f4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.11673",
    "kind": "arxiv",
    "version": 1
  }
}