Pith Number

pith:DTRFPYH4

pith:2020:DTRFPYH4OAZ32U4C7MBOB2ZDKA

not attested not anchored not stored refs pending

Pitfalls of In-Domain Uncertainty Estimation and Ensembling in Deep Learning

Alexander Lyzhov, Arsenii Ashukha, Dmitry Molchanov, Dmitry Vetrov

arxiv:2002.06470 v4 · 2020-02-15 · 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{DTRFPYH4OAZ32U4C7MBOB2ZDKA}

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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

2 papers in Pith

Conformal Prediction for Neural Operators: Distribution-Free Uncertainty Quantification in Physics Simulation

Ensemble-Based Dirichlet Modeling for Predictive Uncertainty and Selective Classification

Receipt and verification

First computed	2026-07-05T02:58:34.062037Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1ce257e0fc7033bd5382fb02e0eb23501d85597da3b47690348dccfaf848b80d

Aliases

arxiv: 2002.06470 · arxiv_version: 2002.06470v4 · doi: 10.48550/arxiv.2002.06470 · pith_short_12: DTRFPYH4OAZ3 · pith_short_16: DTRFPYH4OAZ32U4C · pith_short_8: DTRFPYH4

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/DTRFPYH4OAZ32U4C7MBOB2ZDKA \
  | 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: 1ce257e0fc7033bd5382fb02e0eb23501d85597da3b47690348dccfaf848b80d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e45db91900f086ebc5fdb2cd69a16ac98b56a0cf0609d802996f9dc58947ceea",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2020-02-15T23:28:19Z",
    "title_canon_sha256": "4c75bf4caf24aba954a61e1b9722ed23269ea189e90b158f6c569ded02c0d443"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2002.06470",
    "kind": "arxiv",
    "version": 4
  }
}