Pith Number

pith:IJ3B37PR

pith:2021:IJ3B37PREM2AGJAQ6LW2TJBQWS

not attested not anchored not stored refs pending

Security Vulnerability Detection Using Deep Learning Natural Language Processing

Noah Ziems, Shaoen Wu

arxiv:2105.02388 v1 · 2021-05-06 · cs.CR · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{IJ3B37PREM2AGJAQ6LW2TJBQWS}

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

VISION: Robust and Interpretable Code Vulnerability Detection Leveraging Counterfactual Augmentation

Receipt and verification

First computed	2026-07-05T02:38:00.831098Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

42761dfdf12334032410f2eda9a430b49211960956f8414b105218a492cd0217

Aliases

arxiv: 2105.02388 · arxiv_version: 2105.02388v1 · doi: 10.48550/arxiv.2105.02388 · pith_short_12: IJ3B37PREM2A · pith_short_16: IJ3B37PREM2AGJAQ · pith_short_8: IJ3B37PR

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/IJ3B37PREM2AGJAQ6LW2TJBQWS \
  | 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: 42761dfdf12334032410f2eda9a430b49211960956f8414b105218a492cd0217

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4fe6789eef7dd8184a47691847a5c1e6b09a7696e42da9c127ce0f6e9b42ecac",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2021-05-06T01:28:21Z",
    "title_canon_sha256": "5caf539177e967d41a9edd7c52a148724bebc0d8b967a09e8c659b5c8f1c3f44"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2105.02388",
    "kind": "arxiv",
    "version": 1
  }
}