Pith Number

pith:7CYF4MHQ

pith:2022:7CYF4MHQSNKV73MUVPHNT4A7J2

not attested not anchored not stored refs pending

Bugs in Machine Learning-based Systems: A Faultload Benchmark

Amin Nikanjam, Foutse Khomh, Mohammad Mehdi Morovati, Zhen Ming (Jack) Jiang

arxiv:2206.12311 v2 · 2022-06-24 · cs.SE · 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{7CYF4MHQSNKV73MUVPHNT4A7J2}

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	2026-07-05T05:33:13.173907Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f8b05e30f093555fed94abced9f01f4e857474536b008c424005dd1e7301cb82

Aliases

arxiv: 2206.12311 · arxiv_version: 2206.12311v2 · doi: 10.48550/arxiv.2206.12311 · pith_short_12: 7CYF4MHQSNKV · pith_short_16: 7CYF4MHQSNKV73MU · pith_short_8: 7CYF4MHQ

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/7CYF4MHQSNKV73MUVPHNT4A7J2 \
  | 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: f8b05e30f093555fed94abced9f01f4e857474536b008c424005dd1e7301cb82

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "43fb5d3cf947d6194317ac11266d6582017e2c4e7498a4875e44d21adfe53c1e",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2022-06-24T14:20:34Z",
    "title_canon_sha256": "7ae19609d98278f9be91bd8e76b24a4fa8019f20c0522c5f578cbc939d9bc81d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2206.12311",
    "kind": "arxiv",
    "version": 2
  }
}