Pith Number

pith:GR74LF4Z

pith:2018:GR74LF4Z5K77WDST3CYF65HG6J

not attested not anchored not stored refs pending

Automated Vulnerability Detection in Source Code Using Deep Representation Learning

Jacob A. Harer, Lei H. Hamilton, Louis Kim, Marc W. McConley, Onur Ozdemir, Paul M. Ellingwood, Rebecca L. Russell, Tomo Lazovich

arxiv:1807.04320 v2 · 2018-07-11 · cs.LG · cs.AI · cs.SE · 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{GR74LF4Z5K77WDST3CYF65HG6J}

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

1 paper in Pith

Industry Practitioners Perspectives on AI Model Quality: Perceptions, Challenges, and Solutions

Receipt and verification

First computed	2026-05-17T23:59:44.627873Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

347fc59799eabffb0e53d8b05f74e6f2696a98dda963f918986a6700b45fb4a5

Aliases

arxiv: 1807.04320 · arxiv_version: 1807.04320v2 · doi: 10.48550/arxiv.1807.04320 · pith_short_12: GR74LF4Z5K77 · pith_short_16: GR74LF4Z5K77WDST · pith_short_8: GR74LF4Z

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/GR74LF4Z5K77WDST3CYF65HG6J \
  | 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: 347fc59799eabffb0e53d8b05f74e6f2696a98dda963f918986a6700b45fb4a5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bb9674ece5e0b695cb91410a35f2adb539873efe026edee0f7fa2943198be29d",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.SE",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-07-11T19:29:14Z",
    "title_canon_sha256": "2074a4c68f74a68ac172da2827483802a94b881c952a15db8f6f4c54ce216791"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1807.04320",
    "kind": "arxiv",
    "version": 2
  }
}