Pith Number

pith:TVMKLFQ6

pith:2019:TVMKLFQ6BU2B3JTORKDK7CDPAP

not attested not anchored not stored refs pending

Devign: Effective Vulnerability Identification by Learning Comprehensive Program Semantics via Graph Neural Networks

Jingkai Siow, Shangqing Liu, Xiaoning Du, Yang Liu, Yaqin Zhou

arxiv:1909.03496 v1 · 2019-09-08 · cs.SE · cs.CR · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{TVMKLFQ6BU2B3JTORKDK7CDPAP}

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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

2 papers in Pith

RepoDoc: A Knowledge Graph-Based Framework to Automatic Documentation Generation and Incremental Updates

Lightweight Vulnerability Detection from Code Metrics and Token Features

Receipt and verification

First computed	2026-07-05T00:03:06.241820Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9d58a5961e0d341da66e8a86af886f03eaae602875d38bb61133d273eb004784

Aliases

arxiv: 1909.03496 · arxiv_version: 1909.03496v1 · doi: 10.48550/arxiv.1909.03496 · pith_short_12: TVMKLFQ6BU2B · pith_short_16: TVMKLFQ6BU2B3JTO · pith_short_8: TVMKLFQ6

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/TVMKLFQ6BU2B3JTORKDK7CDPAP \
  | 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: 9d58a5961e0d341da66e8a86af886f03eaae602875d38bb61133d273eb004784

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ebeed92a2162c0a747abfda565b21a6e598d835c68466086563abeb9bfb95dab",
    "cross_cats_sorted": [
      "cs.CR",
      "cs.LG",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2019-09-08T16:14:31Z",
    "title_canon_sha256": "9f893e0b2bfd5964fe9c8c74691d3ac18c15e9f1ff9e4e9e05a61a09794802dd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1909.03496",
    "kind": "arxiv",
    "version": 1
  }
}