Pith Number

pith:TFKEL47A

pith:2018:TFKEL47AAUVM52BOJURS5HIPNA

not attested not anchored not stored refs pending

TensorFuzz: Debugging Neural Networks with Coverage-Guided Fuzzing

Augustus Odena, Ian Goodfellow

arxiv:1807.10875 v1 · 2018-07-28 · stat.ML · 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{TFKEL47AAUVM52BOJURS5HIPNA}

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

Toward Reproducible Cross-Backend Compatibility for Deep Learning: A Configuration-First Framework with Three-Tier Verification

Receipt and verification

First computed	2026-05-18T00:09:37.178435Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

995445f3e0052acee82e4d232e9d0f6805aea26f16729ac0cdd059ea1a32b8cc

Aliases

arxiv: 1807.10875 · arxiv_version: 1807.10875v1 · doi: 10.48550/arxiv.1807.10875 · pith_short_12: TFKEL47AAUVM · pith_short_16: TFKEL47AAUVM52BO · pith_short_8: TFKEL47A

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/TFKEL47AAUVM52BOJURS5HIPNA \
  | 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: 995445f3e0052acee82e4d232e9d0f6805aea26f16729ac0cdd059ea1a32b8cc

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4f07c2d95143279c96eeaf4c89a5459ca604ca05eed0e3a7cdc2a178d2ffc32d",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2018-07-28T02:11:40Z",
    "title_canon_sha256": "3661c3433152c67bf0f4c98d2a5d815f7dad4f47648ac41a8b231ddd8d0f71dc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1807.10875",
    "kind": "arxiv",
    "version": 1
  }
}