Pith Number

pith:WDLASH5T

pith:2020:WDLASH5TNLN5LGIJNQRPTB2AR6

not attested not anchored not stored refs pending

Contrastive Training for Improved Out-of-Distribution Detection

Abhijit Guha Roy, Alan Karthikesalingam, Jim Winkens, Joseph R. Ledsam, Olaf Ronneberger, Patricia MacWilliams, Pushmeet Kohli, Robert Stanforth, Rudy Bunel, Simon Kohl, S. M. Ali Eslami, Taylan Cemgil, Vivek Natarajan

arxiv:2007.05566 v1 · 2020-07-10 · 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{WDLASH5TNLN5LGIJNQRPTB2AR6}

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

5 papers in Pith

Modality-Aware Out-of-Distribution Detection for Multi-Modal Action Recognition

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

Detecting is Easy, Adapting is Hard: Local Expert Growth for Visual Model-Based Reinforcement Learning under Distribution Shift

Rethinking Vacuity for OOD Detection in Evidential Deep Learning

Language Models (Mostly) Know What They Know

Receipt and verification

First computed	2026-07-05T01:17:49.147844Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b0d6091fb36adbd599096c22f987408f93dec0caa92f3b750a93e990602a8422

Aliases

arxiv: 2007.05566 · arxiv_version: 2007.05566v1 · doi: 10.48550/arxiv.2007.05566 · pith_short_12: WDLASH5TNLN5 · pith_short_16: WDLASH5TNLN5LGIJ · pith_short_8: WDLASH5T

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/WDLASH5TNLN5LGIJNQRPTB2AR6 \
  | 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: b0d6091fb36adbd599096c22f987408f93dec0caa92f3b750a93e990602a8422

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "85b53a9748c5dfffd73a812d1446de3c9a3d2ce6b032afcc03b97f43500e69c0",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-07-10T18:40:37Z",
    "title_canon_sha256": "f91f8c80ea790e078dd7d774c003595b756a7273e24369f4aec2d7304d905ede"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2007.05566",
    "kind": "arxiv",
    "version": 1
  }
}