Pith Number

pith:TLU5LXYH

pith:2023:TLU5LXYHMO5YRWUW6ZPELDFHBI

not attested not anchored not stored refs pending

Rethinking Noisy Label Learning in Real-world Annotation Scenarios from the Noise-type Perspective

Changjie Fan, Haobo Wang, Haoyu Liu, Minmin Lin, Renyu Zhu, Runze Wu, Tangjie Lv

arxiv:2307.16889 v2 · 2023-07-28 · cs.LG · cs.AI · cs.HC

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\usepackage{pith}
\pithnumber{TLU5LXYHMO5YRWUW6ZPELDFHBI}

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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

Learning to Forget with Information Divergence Reweighted Objectives for Noisy Labels

Receipt and verification

First computed	2026-07-05T06:43:24.612747Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9ae9d5df0763bb88da96f65e458ca70a2ca3abf8af163ddc9fdbe1ac2bce7112

Aliases

arxiv: 2307.16889 · arxiv_version: 2307.16889v2 · doi: 10.48550/arxiv.2307.16889 · pith_short_12: TLU5LXYHMO5Y · pith_short_16: TLU5LXYHMO5YRWUW · pith_short_8: TLU5LXYH

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/TLU5LXYHMO5YRWUW6ZPELDFHBI \
  | 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: 9ae9d5df0763bb88da96f65e458ca70a2ca3abf8af163ddc9fdbe1ac2bce7112

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c7ca2d8e5a61edee0808b10c790be3bfa69aaecf6d41388a512e6245565e5b54",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.HC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-07-28T10:57:38Z",
    "title_canon_sha256": "46e9a6323c7f17b3b56835414c6f4ef713ab868e070a2e3493dd0ed7ef3c14db"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2307.16889",
    "kind": "arxiv",
    "version": 2
  }
}