Pith Number

pith:G6ZRCSY5

pith:2022:G6ZRCSY5FUJE473L2DUSFTK47F

not attested not anchored not stored refs pending

Learning from Training Dynamics: Identifying Mislabeled Data Beyond Manually Designed Features

Dejing Dou, Haoyi Xiong, Jiang Bian, Lei Yu, Penghao Zhao, Qingrui Jia, Shupeng Li, Xuhong Li

arxiv:2212.09321 v2 · 2022-12-19 · cs.CV · 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{G6ZRCSY5FUJE473L2DUSFTK47F}

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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

1 paper in Pith

LiLAW: Lightweight Learnable Adaptive Weighting to Learn Sample Difficulty & Improve Noisy Training

Receipt and verification

First computed	2026-07-05T05:26:59.687438Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

37b3114b1d2d124e7f6bd0e922cd5cf96ecb0670160bb292bb3953d42d37436c

Aliases

arxiv: 2212.09321 · arxiv_version: 2212.09321v2 · doi: 10.48550/arxiv.2212.09321 · pith_short_12: G6ZRCSY5FUJE · pith_short_16: G6ZRCSY5FUJE473L · pith_short_8: G6ZRCSY5

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/G6ZRCSY5FUJE473L2DUSFTK47F \
  | 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: 37b3114b1d2d124e7f6bd0e922cd5cf96ecb0670160bb292bb3953d42d37436c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e400fc052936d7c33f35c09ae49744e21441fd397b3f99222c48f2e99eba3ab5",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2022-12-19T09:39:30Z",
    "title_canon_sha256": "aaef48afa52cdff262a78f6a4bba4b5e170f1ace2a095021cef5989361a7a91e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2212.09321",
    "kind": "arxiv",
    "version": 2
  }
}