Pith Number

pith:VHWU6WDD

pith:2018:VHWU6WDDRWI2DFKMFRDILGLS5H

not attested not anchored not stored refs pending

Generalized Cross Entropy Loss for Training Deep Neural Networks with Noisy Labels

Mert R. Sabuncu, Zhilu Zhang

arxiv:1805.07836 v4 · 2018-05-20 · cs.LG · cs.CV · stat.ML

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\usepackage{pith}
\pithnumber{VHWU6WDDRWI2DFKMFRDILGLS5H}

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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

Sharpness-Aware Minimization for Efficiently Improving Generalization

Receipt and verification

First computed	2026-05-17T23:59:32.658883Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a9ed4f58638d91a1954c2c46859972e9fc3d40a0266eeecde979cc2bc1607ef1

Aliases

arxiv: 1805.07836 · arxiv_version: 1805.07836v4 · doi: 10.48550/arxiv.1805.07836 · pith_short_12: VHWU6WDDRWI2 · pith_short_16: VHWU6WDDRWI2DFKM · pith_short_8: VHWU6WDD

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/VHWU6WDDRWI2DFKMFRDILGLS5H \
  | 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: a9ed4f58638d91a1954c2c46859972e9fc3d40a0266eeecde979cc2bc1607ef1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f4e6c242a9fcb426e02299a800573ba9cf3f72c6e3fd21cb8eb17a671931fa5d",
    "cross_cats_sorted": [
      "cs.CV",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-05-20T23:01:49Z",
    "title_canon_sha256": "1d8462d693efb454039e4b47f20cc760ec16d1e10f46a1625c3b2ec1c4821fae"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1805.07836",
    "kind": "arxiv",
    "version": 4
  }
}