Pith Number

pith:OSTCB4ES

pith:2024:OSTCB4ESEU7PJVRAMDPMSZIO5N

not attested not anchored not stored refs pending

FROC: Building Fair ROC from a Trained Classifier

Avyukta Manjunatha Vummintala, Shantanu Das, Sujit Gujar

arxiv:2412.14724 v1 · 2024-12-19 · 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{OSTCB4ESEU7PJVRAMDPMSZIO5N}

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	2026-07-05T09:51:51.741301Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

74a620f092253ef4d62060dec9650eeb6e373d9d79bad5bc0546b1f4c589dbf2

Aliases

arxiv: 2412.14724 · arxiv_version: 2412.14724v1 · doi: 10.48550/arxiv.2412.14724 · pith_short_12: OSTCB4ESEU7P · pith_short_16: OSTCB4ESEU7PJVRA · pith_short_8: OSTCB4ES

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/OSTCB4ESEU7PJVRAMDPMSZIO5N \
  | 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: 74a620f092253ef4d62060dec9650eeb6e373d9d79bad5bc0546b1f4c589dbf2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c0cfc9df0d28268d2a885f57bb96249b252c4dcda4932cb712b7d81b3e3420c7",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-19T10:47:31Z",
    "title_canon_sha256": "7926af615e37c20d6ab0170fe4481856bbe73889380cd8bfe5f6ab22293e9ed8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.14724",
    "kind": "arxiv",
    "version": 1
  }
}