Pith Number

pith:3TVD744Y

pith:2020:3TVD744YJZVAXFPT6QD3VYWJKA

not attested not anchored not stored refs pending

Combining Ensembles and Data Augmentation can Harm your Calibration

Balaji Lakshminarayanan, Dustin Tran, Ghassen Jerfel, Jasper Snoek, Michael W. Dusenberry, Rafael Muller, Yeming Wen

arxiv:2010.09875 v2 · 2020-10-19 · 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{3TVD744YJZVAXFPT6QD3VYWJKA}

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

LH-Mix: Local Hierarchy Correlation Guided Mixup over Hierarchical Prompt Tuning

Receipt and verification

First computed	2026-07-05T02:25:26.985648Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

dcea3ff3984e6a0b95f3f407bae2c9500e86c34d27eaa97c38284c01d061bdf4

Aliases

arxiv: 2010.09875 · arxiv_version: 2010.09875v2 · doi: 10.48550/arxiv.2010.09875 · pith_short_12: 3TVD744YJZVA · pith_short_16: 3TVD744YJZVAXFPT · pith_short_8: 3TVD744Y

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/3TVD744YJZVAXFPT6QD3VYWJKA \
  | 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: dcea3ff3984e6a0b95f3f407bae2c9500e86c34d27eaa97c38284c01d061bdf4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "098d7c8d8fc99ab15f0a816f8ff80884d9dda7326552930e292504f8c6bff595",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-10-19T21:25:22Z",
    "title_canon_sha256": "ae77dde23731cb60fb84109504a679ccf85a820cfd6f175d4da4226ae9cc27da"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2010.09875",
    "kind": "arxiv",
    "version": 2
  }
}