Pith Number

pith:ZKGC7EBN

pith:2019:ZKGC7EBNFF6YKMB3RMJ7XSKXRS

not attested not anchored not stored refs pending

On Mixup Training: Improved Calibration and Predictive Uncertainty for Deep Neural Networks

Gopinath Chennupati, Jeff Bilmes, Sarah Michalak, Sunil Thulasidasan, Tanmoy Bhattacharya

arxiv:1905.11001 v5 · 2019-05-27 · stat.ML · 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{ZKGC7EBNFF6YKMB3RMJ7XSKXRS}

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

1 paper in Pith

SHANG++: Robust Stochastic Acceleration under Multiplicative Noise

Receipt and verification

First computed	2026-07-05T00:30:14.344528Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ca8c2f902d297d85303b8b13fbc9578c9170fffc0dcf88082214f6b5c0ee9480

Aliases

arxiv: 1905.11001 · arxiv_version: 1905.11001v5 · doi: 10.48550/arxiv.1905.11001 · pith_short_12: ZKGC7EBNFF6Y · pith_short_16: ZKGC7EBNFF6YKMB3 · pith_short_8: ZKGC7EBN

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/ZKGC7EBNFF6YKMB3RMJ7XSKXRS \
  | 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: ca8c2f902d297d85303b8b13fbc9578c9170fffc0dcf88082214f6b5c0ee9480

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ba2a06629904299c4fe6b2a59ad768f104a52bbc141f664ac347eeaae17dca49",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2019-05-27T07:00:33Z",
    "title_canon_sha256": "b41e4703c9a0f695dc20505c3d424468861c8a131de993c2831142cb27513d33"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1905.11001",
    "kind": "arxiv",
    "version": 5
  }
}