Pith Number

pith:BZAISUEE

pith:2019:BZAISUEE5QTH4TMOGDAXO6GL7O

not attested not anchored not stored refs pending

Scaling Out-of-Distribution Detection for Real-World Settings

Andy Zou, Dan Hendrycks, Dawn Song, Jacob Steinhardt, Joe Kwon, Mantas Mazeika, Mohammadreza Mostajabi, Steven Basart

arxiv:1911.11132 v4 · 2019-11-25 · cs.CV · cs.LG

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{BZAISUEE5QTH4TMOGDAXO6GL7O}

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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

8 papers in Pith

Face-trace: Open-Set Attribution and Progressive Discovery of Synthetic Face Generators

When Confidence Lacks Concepts: Interpretable OOD Detection via Representation Perturbations

Learning Hyperspherical Time-Frequency Representations for Time-Series Out-of-Distribution Detection

ConjNorm: Tractable Density Estimation for Out-of-Distribution Detection

Debiased Negative Mining Improves Out-of-distribution Detection with Pre-trained Vision-Language Models

Receipt and verification

First computed	2026-07-05T04:23:18.888199Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0e40895084ec267e4d8e30c17778cbfb830c4049491dbbbe7c3b6fda39096f4c

Aliases

arxiv: 1911.11132 · arxiv_version: 1911.11132v4 · doi: 10.48550/arxiv.1911.11132 · pith_short_12: BZAISUEE5QTH · pith_short_16: BZAISUEE5QTH4TMO · pith_short_8: BZAISUEE

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/BZAISUEE5QTH4TMOGDAXO6GL7O \
  | 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: 0e40895084ec267e4d8e30c17778cbfb830c4049491dbbbe7c3b6fda39096f4c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c597d18d06d84390459253b1660939c68747d3cc17252e6dfc360727e13339f0",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2019-11-25T18:58:23Z",
    "title_canon_sha256": "fda11e341a2aa63f722c4201f15f958666e8883979d8239163e7f649b4e2ba6b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1911.11132",
    "kind": "arxiv",
    "version": 4
  }
}