Pith Number

pith:JPYOWAKM

pith:2021:JPYOWAKMVLEACYGF3QH7B62HNE

not attested not anchored not stored refs pending

Learning with Noisy Labels Revisited: A Study Using Real-World Human Annotations

Gang Niu, Hao Cheng, Jiaheng Wei, Tongliang Liu, Yang Liu, Zhaowei Zhu

arxiv:2110.12088 v2 · 2021-10-22 · cs.LG · stat.ML

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{JPYOWAKMVLEACYGF3QH7B62HNE}

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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

9 papers in Pith

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Robust Trajectory Distillation: Hybrid Reweighting Meets Teacher-Inspired Targets

Automatic Dataset Construction (ADC): Sample Collection, Data Curation, and Beyond

SafeLens: Deliberate and Efficient Video Guardrails with Fast-and-Slow Screening

Receipt and verification

First computed	2026-07-05T04:08:40.716240Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4bf0eb014caac80160c5dc0ff0fb47690ee1a7959edd4b0960a54a5f333db433

Aliases

arxiv: 2110.12088 · arxiv_version: 2110.12088v2 · doi: 10.48550/arxiv.2110.12088 · pith_short_12: JPYOWAKMVLEA · pith_short_16: JPYOWAKMVLEACYGF · pith_short_8: JPYOWAKM

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/JPYOWAKMVLEACYGF3QH7B62HNE \
  | 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: 4bf0eb014caac80160c5dc0ff0fb47690ee1a7959edd4b0960a54a5f333db433

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ec0e4c9da9d14dcc9916b07b045309f58415bb2bf4b576dea00af62f30b55d1e",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-10-22T22:42:11Z",
    "title_canon_sha256": "60df17764333ec13d32a2e25331e1e80f20b32f11580d65740851e0218ef3eb5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2110.12088",
    "kind": "arxiv",
    "version": 2
  }
}