pith. sign in
Pith Number

pith:JGM6EQVB

pith:2024:JGM6EQVBKSKH7FBPAJKNOBVGIZ
not attested not anchored not stored refs pending

Leveraging Data Characteristics for Bug Localization in Deep Learning Programs

Foutse Khomh, Hridesh Rajan, Mohammad Wardat, Ruchira Manke

arxiv:2412.05775 v1 · 2024-12-08 · cs.SE

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{JGM6EQVBKSKH7FBPAJKNOBVGIZ}

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 2026-07-05T09:46:08.665961Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

4999e242a154947f942f0254d706a6466de62ad432b3f7eda8aedad19561a873

Aliases

arxiv: 2412.05775 · arxiv_version: 2412.05775v1 · doi: 10.48550/arxiv.2412.05775 · pith_short_12: JGM6EQVBKSKH · pith_short_16: JGM6EQVBKSKH7FBP · pith_short_8: JGM6EQVB
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/JGM6EQVBKSKH7FBPAJKNOBVGIZ \
  | 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: 4999e242a154947f942f0254d706a6466de62ad432b3f7eda8aedad19561a873
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "291eb613c013e80c0ab3cabc3a0b4fc8fb931622c27e73eff50a248acbd4a0a5",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2024-12-08T01:52:06Z",
    "title_canon_sha256": "86253e75b813ff4d9f4a21eb590efab874ea39c13409c906a694682eacf52601"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.05775",
    "kind": "arxiv",
    "version": 1
  }
}