Pith Number

pith:2YJD4IVX

pith:2018:2YJD4IVXK7WFTB2INT4RXMN4YB

not attested not anchored not stored refs pending

Learning Confidence for Out-of-Distribution Detection in Neural Networks

Graham W. Taylor, Terrance DeVries

arxiv:1802.04865 v1 · 2018-02-13 · stat.ML · cs.LG

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\usepackage{pith}
\pithnumber{2YJD4IVXK7WFTB2INT4RXMN4YB}

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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

9 papers in Pith

PVLM: Parsing-Aware Vision Language Model with Dynamic Contrastive Learning for Zero-Shot Deepfake Attribution

A Systematic Analysis of Out-of-Distribution Detection Under Representation and Training Paradigm Shifts

RankOOD -- Class Ranking-based Out-of-Distribution Detection

A deep learning pipeline for PAM50 subtype classification using histopathology images and multi-objective patch selection

GEODE: Angle-Adaptive OOD Detection with Universal Scorer Compatibility

Receipt and verification

First computed	2026-05-18T00:23:22.395900Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d6123e22b757ec5987486cf91bb1bcc05253379b897e58a22fe6459558b0c71f

Aliases

arxiv: 1802.04865 · arxiv_version: 1802.04865v1 · doi: 10.48550/arxiv.1802.04865 · pith_short_12: 2YJD4IVXK7WF · pith_short_16: 2YJD4IVXK7WFTB2I · pith_short_8: 2YJD4IVX

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/2YJD4IVXK7WFTB2INT4RXMN4YB \
  | 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: d6123e22b757ec5987486cf91bb1bcc05253379b897e58a22fe6459558b0c71f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8c2357c373f0cfa977c52edd19b4c879e4eeefe7fd2fdd19bb2e9eb8acbf93ba",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2018-02-13T21:31:36Z",
    "title_canon_sha256": "43db7dad01bda6e598952dc0d2495a426844e5fafc47a24361b4a5178f2d06f1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1802.04865",
    "kind": "arxiv",
    "version": 1
  }
}