Pith Number

pith:YMXIHOJU

pith:2018:YMXIHOJUDACASRKIVJSHS27DJ3

not attested not anchored not stored refs pending

Do Deep Generative Models Know What They Don't Know?

Akihiro Matsukawa, Balaji Lakshminarayanan, Dilan Gorur, Eric Nalisnick, Yee Whye Teh

arxiv:1810.09136 v3 · 2018-10-22 · stat.ML · cs.LG

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{YMXIHOJUDACASRKIVJSHS27DJ3}

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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

12 papers in Pith

Out-of-Distribution Detection Using Neural Rendering Generative Models

Why CNN Features Are not Gaussian: A Statistical Anatomy of Deep Representations

Flowing with Confidence

Beyond Binary Out-of-Distribution Detection: Characterizing Distributional Shifts with Multi-Statistic Diffusion Trajectories

Mix, Don't Tune: Bilingual Pre-Training Outperforms Hyperparameter Search in Data-Constrained Settings

Receipt and verification

First computed	2026-05-17T23:52:51.824755Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c32e83b9341804094548aa64796be34ef8c4a9a33af8103b24742ae9be2520c6

Aliases

arxiv: 1810.09136 · arxiv_version: 1810.09136v3 · doi: 10.48550/arxiv.1810.09136 · pith_short_12: YMXIHOJUDACA · pith_short_16: YMXIHOJUDACASRKI · pith_short_8: YMXIHOJU

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/YMXIHOJUDACASRKIVJSHS27DJ3 \
  | 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: c32e83b9341804094548aa64796be34ef8c4a9a33af8103b24742ae9be2520c6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0a0f80a05849d9e162ddeaa0c1912c7fe2e35643dc9b5638d3ba9f4e02b1da49",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2018-10-22T08:32:02Z",
    "title_canon_sha256": "7e90e7bb153cdf9e73cea26b67dac8d341828f83d2e9be091bda7e52bbc7138b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1810.09136",
    "kind": "arxiv",
    "version": 3
  }
}