Pith Number

pith:VKGFSEWM

pith:2024:VKGFSEWMLPUWYJLE3NWLOCL6M7

not attested not anchored not stored refs pending

From Generalist to Specialist: Exploring CWE-Specific Vulnerability Detection

Christian Gehrmann, Karim Khalil, Kevin Dahl\'en, Syafiq Al Atiiq

arxiv:2408.02329 v1 · 2024-08-05 · 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{VKGFSEWMLPUWYJLE3NWLOCL6M7}

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

It Only Gets Worse: Revisiting DL-Based Vulnerability Detectors from a Practical Perspective

Receipt and verification

First computed	2026-07-05T08:52:11.393904Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

aa8c5912cc5be96c2564db6cb7097e67fd892c0543529a8ae781433cf5f892ae

Aliases

arxiv: 2408.02329 · arxiv_version: 2408.02329v1 · doi: 10.48550/arxiv.2408.02329 · pith_short_12: VKGFSEWMLPUW · pith_short_16: VKGFSEWMLPUWYJLE · pith_short_8: VKGFSEWM

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/VKGFSEWMLPUWYJLE3NWLOCL6M7 \
  | 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: aa8c5912cc5be96c2564db6cb7097e67fd892c0543529a8ae781433cf5f892ae

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5c1852e7b8c164e46a46fa6a30936b853c576ad35024addac63bf9a03c92cca4",
    "cross_cats_sorted": [
      "cs.SE"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2024-08-05T09:12:39Z",
    "title_canon_sha256": "bce4c1c75ce61ba46ef7ec11a974a671ec84a6c0d4b67cad28600441d0697ca7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2408.02329",
    "kind": "arxiv",
    "version": 1
  }
}