Pith Number

pith:RTOL6NX2

pith:2024:RTOL6NX2YM626OUTX2723ANS2Z

not attested not anchored not stored refs pending

Closing the Gap: A User Study on the Real-world Usefulness of AI-powered Vulnerability Detection & Repair in the IDE

Benjamin Steenhoek, Kalpathy Sivaraman, Renata Saldivar Gonzalez, Roshanak Zilouchian Moghaddam, Wei Le, Yevhen Mohylevskyy

arxiv:2412.14306 v3 · 2024-12-18 · cs.SE · 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{RTOL6NX2YM626OUTX2723ANS2Z}

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

Helpful or Harmful? Evaluating LLM-Assisted Vulnerability Patching via a Human Study

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

Receipt and verification

First computed	2026-07-05T10:54:14.462594Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8cdcbf36fac33daf3a93bebfad81b2d64af1f486dd0a8eb6a2e2c1a955b9cee9

Aliases

arxiv: 2412.14306 · arxiv_version: 2412.14306v3 · doi: 10.48550/arxiv.2412.14306 · pith_short_12: RTOL6NX2YM62 · pith_short_16: RTOL6NX2YM626OUT · pith_short_8: RTOL6NX2

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/RTOL6NX2YM626OUTX2723ANS2Z \
  | 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: 8cdcbf36fac33daf3a93bebfad81b2d64af1f486dd0a8eb6a2e2c1a955b9cee9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9b7ff452b7aab07d1a4869c519472d2c4cbb6753e2d215de4ae3af61efb04224",
    "cross_cats_sorted": [
      "cs.CR",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2024-12-18T20:19:56Z",
    "title_canon_sha256": "1fd3edf49e0feed64c4acecc94c8e42c6494c48d2aa67202e3e08ca88e7f4ca8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.14306",
    "kind": "arxiv",
    "version": 3
  }
}