Pith Number

pith:Z5IQFBD7

pith:2024:Z5IQFBD7KMKRYI5EKLFLKKG5F4

not attested not anchored not stored refs pending

Data-Driven Estimation of the False Positive Rate of the Bayes Binary Classifier via Soft Labels

Alex Dytso, Martina Cardone, Minoh Jeong

arxiv:2401.15500 v1 · 2024-01-27 · cs.LG · cs.IT · math.IT · 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{Z5IQFBD7KMKRYI5EKLFLKKG5F4}

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	2026-07-05T07:38:17.063541Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cf5102847f53151c23a452cab528dd2f39b9c3731a66aafdd5e5dc8e47cfe152

Aliases

arxiv: 2401.15500 · arxiv_version: 2401.15500v1 · doi: 10.48550/arxiv.2401.15500 · pith_short_12: Z5IQFBD7KMKR · pith_short_16: Z5IQFBD7KMKRYI5E · pith_short_8: Z5IQFBD7

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/Z5IQFBD7KMKRYI5EKLFLKKG5F4 \
  | 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: cf5102847f53151c23a452cab528dd2f39b9c3731a66aafdd5e5dc8e47cfe152

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4183ad18d8e5da4a0ce118cd9cd433e33fc583a27a8f1d2aa5721b4d221ce0e7",
    "cross_cats_sorted": [
      "cs.IT",
      "math.IT",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-01-27T20:41:55Z",
    "title_canon_sha256": "493e25f44fcb5cfd717f5d313c2df108e7377705dbe01f1dbc2eea266178ab24"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2401.15500",
    "kind": "arxiv",
    "version": 1
  }
}