Pith Number

pith:BF3WUG7T

pith:2018:BF3WUG7TYVRHUGGW7GWW5BWXSD

not attested not anchored not stored refs pending

A Review of Challenges and Opportunities in Machine Learning for Health

Andrew L. Beam, Irene Y. Chen, Marzyeh Ghassemi, Peter Schulam, Rajesh Ranganath, Tristan Naumann

arxiv:1806.00388 v4 · 2018-06-01 · cs.LG · cs.CY · stat.ML

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{BF3WUG7TYVRHUGGW7GWW5BWXSD}

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

Rare Disease Detection by Sequence Modeling with Generative Adversarial Networks

Receipt and verification

First computed	2026-07-05T00:24:17.129544Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

09776a1bf3c5627a18d6f9ad6e86d790d1566570024cebd78535b9407e810246

Aliases

arxiv: 1806.00388 · arxiv_version: 1806.00388v4 · doi: 10.48550/arxiv.1806.00388 · pith_short_12: BF3WUG7TYVRH · pith_short_16: BF3WUG7TYVRHUGGW · pith_short_8: BF3WUG7T

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/BF3WUG7TYVRHUGGW7GWW5BWXSD \
  | 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: 09776a1bf3c5627a18d6f9ad6e86d790d1566570024cebd78535b9407e810246

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6f3238f31c691df281dfb9a08fb133354062a5be9d427009ce7e21dc6c4fcfab",
    "cross_cats_sorted": [
      "cs.CY",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-06-01T15:12:20Z",
    "title_canon_sha256": "2bb4a30b74b8452ed7a28ee76d4e8ec121728579f920c231d8a6a6d4cd7a7492"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1806.00388",
    "kind": "arxiv",
    "version": 4
  }
}