Pith Number

pith:KYR2H4ER

pith:2024:KYR2H4ER24AXEMLGFGZ43GBENP

not attested not anchored not stored refs pending

An In-Depth Examination of Risk Assessment in Multi-Class Classification Algorithms

Disha Ghandwani, Neeraj Sarna, Yang Lin, Yuanyuan Li

arxiv:2412.04166 v1 · 2024-12-05 · cs.LG · cs.NA · math.NA

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{KYR2H4ER24AXEMLGFGZ43GBENP}

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	2026-07-05T09:45:00.294404Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5623a3f091d70172316629b3cd98246be05d66605c26158bff6ef827512cc56e

Aliases

arxiv: 2412.04166 · arxiv_version: 2412.04166v1 · doi: 10.48550/arxiv.2412.04166 · pith_short_12: KYR2H4ER24AX · pith_short_16: KYR2H4ER24AXEMLG · pith_short_8: KYR2H4ER

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/KYR2H4ER24AXEMLGFGZ43GBENP \
  | 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: 5623a3f091d70172316629b3cd98246be05d66605c26158bff6ef827512cc56e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "191d4f4b6fb24837ccde9a2a8c92256c309001134c4802575479b0e725fc8d99",
    "cross_cats_sorted": [
      "cs.NA",
      "math.NA"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-05T14:03:16Z",
    "title_canon_sha256": "6a3464917414a65a05794288b20bf6a0e2f707a6b1de31cafa1158b28d52b735"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.04166",
    "kind": "arxiv",
    "version": 1
  }
}