Pith Number

pith:IIEJS27O

pith:2022:IIEJS27O2WTCXPHP2B36HZDOXL

not attested not anchored not stored refs pending

Learning from Multiple Annotator Noisy Labels via Sample-wise Label Fusion

Antonio Burazer, Duane S. Boning, Fan-Keng Sun, Linda Wildling, Luca Daniel, Marc Engeler, Mingran Yang, Sucheng Ren, Zhengqi Gao, Zikai Xiong

arxiv:2207.11327 v1 · 2022-07-22 · 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{IIEJS27O2WTCXPHP2B36HZDOXL}

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	2026-07-05T04:42:47.219871Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4208996beed5a62bbcefd077e3e46ebade403dae39d2970aaaca86d400cb5644

Aliases

arxiv: 2207.11327 · arxiv_version: 2207.11327v1 · doi: 10.48550/arxiv.2207.11327 · pith_short_12: IIEJS27O2WTC · pith_short_16: IIEJS27O2WTCXPHP · pith_short_8: IIEJS27O

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/IIEJS27O2WTCXPHP2B36HZDOXL \
  | 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: 4208996beed5a62bbcefd077e3e46ebade403dae39d2970aaaca86d400cb5644

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d44bd9944df9551ac96673c3b91f76ea76a8f262e6831239c214a689080fa3a8",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-07-22T20:38:20Z",
    "title_canon_sha256": "f229590e4fd9a77ebac65b557d76b7ff7d8ac9f6456119293acb9ca44c045637"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2207.11327",
    "kind": "arxiv",
    "version": 1
  }
}