Pith Number

pith:MB4ZSWCT

pith:2019:MB4ZSWCT2I5G4IBFJWFCBIFROR

not attested not anchored not stored refs pending

When Does Label Smoothing Help?

Geoffrey Hinton, Rafael M\"uller, Simon Kornblith

arxiv:1906.02629 v3 · 2019-06-06 · cs.LG · stat.ML

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{MB4ZSWCT2I5G4IBFJWFCBIFROR}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

6 papers in Pith

Towards Automated Discovery: A Review of Generative Models, Multimodal Learning and Closed-Loop Workflows in Inverse Materials Design

Toward Calibrated, Fair, and accurate Deepfake Detection

Enhancing Deep Neural Network Reliability with Refinement and Calibration

Margin-Adaptive Confidence Ranking for Reliable LLM Judgement

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

Receipt and verification

First computed	2026-07-05T01:09:19.239890Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6079995853d23a6e20254d8a20a0b174784bf14237d3f7629b3a1aa1b2f560e9

Aliases

arxiv: 1906.02629 · arxiv_version: 1906.02629v3 · doi: 10.48550/arxiv.1906.02629 · pith_short_12: MB4ZSWCT2I5G · pith_short_16: MB4ZSWCT2I5G4IBF · pith_short_8: MB4ZSWCT

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/MB4ZSWCT2I5G4IBFJWFCBIFROR \
  | 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: 6079995853d23a6e20254d8a20a0b174784bf14237d3f7629b3a1aa1b2f560e9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a9b03b5739218f066e591b5705f5f5085494c6b885915f480ead7603d5744c11",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-06-06T15:03:11Z",
    "title_canon_sha256": "bb52780f59dfc53ac3a28454c7f246ef2b1e3f811dfa95902177a841ebeaa963"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1906.02629",
    "kind": "arxiv",
    "version": 3
  }
}