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Pith Number

pith:XVGR4CP3

pith:2019:XVGR4CP3XA2EJSOVGKUC4P7YVL
not attested not anchored not stored refs pending

How does Disagreement Help Generalization against Label Corruption?

Bo Han, Gang Niu, Ivor W. Tsang, Jiangchao Yao, Masashi Sugiyama, Xingrui Yu

arxiv:1901.04215 v3 · 2019-01-14 · cs.LG · stat.ML

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{XVGR4CP3XA2EJSOVGKUC4P7YVL}

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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.
Receipt and verification
First computed 2026-05-17T23:46:29.159370Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

bd4d1e09fbb83444c9d532a82e3ff8aac6ff73f1ba992b2d4025a4dc9e80f4d2

Aliases

arxiv: 1901.04215 · arxiv_version: 1901.04215v3 · doi: 10.48550/arxiv.1901.04215 · pith_short_12: XVGR4CP3XA2E · pith_short_16: XVGR4CP3XA2EJSOV · pith_short_8: XVGR4CP3
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/XVGR4CP3XA2EJSOVGKUC4P7YVL \
  | 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: bd4d1e09fbb83444c9d532a82e3ff8aac6ff73f1ba992b2d4025a4dc9e80f4d2
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "ab40146e642eb06ee00f557d4ec4b1a5f5dac144a8e77570d947087db5152d95",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-01-14T10:02:27Z",
    "title_canon_sha256": "0089fa0bd997ec03945d985c649fcd515cf9eca35bac175a0f90d125f907c5bb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1901.04215",
    "kind": "arxiv",
    "version": 3
  }
}