Pith Number

pith:7KX6VC47

pith:2024:7KX6VC47CSDYYVCBCVUBHRAURQ

not attested not anchored not stored refs pending

Top Score on the Wrong Exam: On Benchmarking in Machine Learning for Vulnerability Detection

Jing Liu, Marcel B\"ohme, Niklas Risse

arxiv:2408.12986 v2 · 2024-08-23 · cs.CR · 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{7KX6VC47CSDYYVCBCVUBHRAURQ}

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

2 papers in Pith

Direction for Detection: A Survey of Automated Vulnerability Detection and all of its Pain Points

UntrustVul: An Automated Approach for Identifying Untrustworthy Alerts in Vulnerability Detection Models

Receipt and verification

First computed	2026-07-05T10:52:55.457857Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

faafea8b9f14878c5441156813c4148c23788094e8acaad3a03da1cb3cfa017c

Aliases

arxiv: 2408.12986 · arxiv_version: 2408.12986v2 · doi: 10.48550/arxiv.2408.12986 · pith_short_12: 7KX6VC47CSDY · pith_short_16: 7KX6VC47CSDYYVCB · pith_short_8: 7KX6VC47

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/7KX6VC47CSDYYVCBCVUBHRAURQ \
  | 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: faafea8b9f14878c5441156813c4148c23788094e8acaad3a03da1cb3cfa017c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ca99f52703dfa062ec8885495b6890331d74d9503188ddf854b54600af3a97df",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2024-08-23T11:08:49Z",
    "title_canon_sha256": "562b57c147d6e6dc313a214637d46515f25b4cceb423ad2ceacfc1048df87915"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2408.12986",
    "kind": "arxiv",
    "version": 2
  }
}