Pith Number

pith:TRIIV6BR

pith:2021:TRIIV6BRYJ7BFXH7E2D7EZKR2Y

not attested not anchored not stored refs pending

Software Vulnerability Detection via Deep Learning over Disaggregated Code Graph Representation

Alessandro Morari, Giacomo Domeniconi, Jim Laredo, Sahil Suneja, Veronika Thost, Yufan Zhuang

arxiv:2109.03341 v1 · 2021-09-07 · cs.AI · 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{TRIIV6BRYJ7BFXH7E2D7EZKR2Y}

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

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

PLMGH: What Matters in PLM-GNN Hybrids for Code Classification and Vulnerability Detection

Receipt and verification

First computed	2026-07-05T03:12:30.040909Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9c508af831c27e12dcff2687f26551d61c786136caef92f616bf3a3a2eb77949

Aliases

arxiv: 2109.03341 · arxiv_version: 2109.03341v1 · doi: 10.48550/arxiv.2109.03341 · pith_short_12: TRIIV6BRYJ7B · pith_short_16: TRIIV6BRYJ7BFXH7 · pith_short_8: TRIIV6BR

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/TRIIV6BRYJ7BFXH7E2D7EZKR2Y \
  | 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: 9c508af831c27e12dcff2687f26551d61c786136caef92f616bf3a3a2eb77949

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7e8f6425d75cc152265db7c3a949d2b3af498435cbbdcc8da226f115092c5780",
    "cross_cats_sorted": [
      "cs.SE"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2021-09-07T21:24:36Z",
    "title_canon_sha256": "5d71f8c13a0af2b1bdb69fcecba1cf0519079143eceb6d885ca9694203d0e43f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2109.03341",
    "kind": "arxiv",
    "version": 1
  }
}