Pith Number

pith:237PV7YZ

pith:2024:237PV7YZLKFGQ3LFI62QJ5CB4O

not attested not anchored not stored refs pending

Real Faults in Deep Learning Fault Benchmarks: How Real Are They?

Gunel Jahangirova, Jinhan Kim, Nargiz Humbatova, Paolo Tonella, Shin Yoo

arxiv:2412.16336 v1 · 2024-12-20 · cs.SE · cs.AI · 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{237PV7YZLKFGQ3LFI62QJ5CB4O}

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

JunoBench: A Benchmark Dataset of Crashes in Python Machine Learning Jupyter Notebooks

Receipt and verification

First computed	2026-07-05T09:52:44.802443Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d6fefaff195a8a686d6547b504f441e38ad6ee182487f52382c7c925de061f10

Aliases

arxiv: 2412.16336 · arxiv_version: 2412.16336v1 · doi: 10.48550/arxiv.2412.16336 · pith_short_12: 237PV7YZLKFG · pith_short_16: 237PV7YZLKFGQ3LF · pith_short_8: 237PV7YZ

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/237PV7YZLKFGQ3LFI62QJ5CB4O \
  | 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: d6fefaff195a8a686d6547b504f441e38ad6ee182487f52382c7c925de061f10

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e35140211c62ec5f4c9755f998ec5e60acdf60b1eb847ccf243479d462206faa",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2024-12-20T20:52:10Z",
    "title_canon_sha256": "3c35868934cea5ef4d9de657e4ae8203fd0264d6624ca469c672813ea3fab0eb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.16336",
    "kind": "arxiv",
    "version": 1
  }
}