Pith Number

pith:R4LO5S36

pith:2024:R4LO5S362FN62TUX4XULVBTIHX

not attested not anchored not stored refs pending

Enhancing Pre-Trained Language Models for Vulnerability Detection via Semantic-Preserving Data Augmentation

Darsh Poddar, Jiahao Cao, Sophia Li, Weiliang Qi, Xinda Wang

arxiv:2410.00249 v2 · 2024-09-30 · cs.CR · 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{R4LO5S362FN62TUX4XULVBTIHX}

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	2026-07-05T09:14:55.914245Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8f16eecb7ed15bed4e97e5e8ba86683dd7c929fb53ed3e58ed7fd442527d6e7d

Aliases

arxiv: 2410.00249 · arxiv_version: 2410.00249v2 · doi: 10.48550/arxiv.2410.00249 · pith_short_12: R4LO5S362FN6 · pith_short_16: R4LO5S362FN62TUX · pith_short_8: R4LO5S36

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/R4LO5S362FN62TUX4XULVBTIHX \
  | 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: 8f16eecb7ed15bed4e97e5e8ba86683dd7c929fb53ed3e58ed7fd442527d6e7d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fa7020080cabf9bcc1a18900a0d9a68c2e2287dfa49e75cd68bd65dfe8797dbc",
    "cross_cats_sorted": [
      "cs.SE"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2024-09-30T21:44:05Z",
    "title_canon_sha256": "3720bf393632d9c93bba05159afdec19abfff11954ef0650243f3d778b61d43c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.00249",
    "kind": "arxiv",
    "version": 2
  }
}