Pith Number

pith:3TQWCSSL

pith:2022:3TQWCSSLEIS2O6RJS2ZYCXLATO

not attested not anchored not stored refs pending

Statement-Level Vulnerability Detection: Learning Vulnerability Patterns Through Information Theory and Contrastive Learning

Chakkrit Tantithamthavorn, Dinh Phung, Hung Nguyen, John Grundy, Michael Fu, Paul Quirk, Seyit Camtepe, Trung Le, Van Nguyen

arxiv:2209.10414 v2 · 2022-09-20 · cs.CR · cs.AI · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{3TQWCSSLEIS2O6RJS2ZYCXLATO}

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.

Receipt and verification

First computed	2026-07-05T08:30:28.015108Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

dce1614a4b2225a77a2996b3815d609b9f69ab7bcdf5240bf0ce3f0bc42c34bc

Aliases

arxiv: 2209.10414 · arxiv_version: 2209.10414v2 · doi: 10.48550/arxiv.2209.10414 · pith_short_12: 3TQWCSSLEIS2 · pith_short_16: 3TQWCSSLEIS2O6RJ · pith_short_8: 3TQWCSSL

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/3TQWCSSLEIS2O6RJS2ZYCXLATO \
  | 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: dce1614a4b2225a77a2996b3815d609b9f69ab7bcdf5240bf0ce3f0bc42c34bc

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "88a3edb237be451aa13acf0c9d45b3deaf592f1b7c3cfc691b5251d58c07d82c",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2022-09-20T00:46:20Z",
    "title_canon_sha256": "12abd5b5b7c772df0d1df2b96d7d453e788c20184960b62872fea0824af4f190"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2209.10414",
    "kind": "arxiv",
    "version": 2
  }
}