Pith Number

pith:76QRACQF

pith:2023:76QRACQFXIJZJM2MHZ6PPWT5W2

not attested not anchored not stored refs pending

Understanding normalization in contrastive representation learning and out-of-distribution detection

Jaehyun Ahn, Tai Le-Gia

arxiv:2312.15288 v2 · 2023-12-23 · cs.CV · 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{76QRACQFXIJZJM2MHZ6PPWT5W2}

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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

1 paper in Pith

Mahalanobis++: Improving OOD Detection via Feature Normalization

Receipt and verification

First computed	2026-07-05T08:05:07.604825Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ffa1100a05ba1394b34c3e7cf7da7db699647c38af677b6434c84627f8b3734a

Aliases

arxiv: 2312.15288 · arxiv_version: 2312.15288v2 · doi: 10.48550/arxiv.2312.15288 · pith_short_12: 76QRACQFXIJZ · pith_short_16: 76QRACQFXIJZJM2M · pith_short_8: 76QRACQF

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/76QRACQFXIJZJM2MHZ6PPWT5W2 \
  | 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: ffa1100a05ba1394b34c3e7cf7da7db699647c38af677b6434c84627f8b3734a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "73534a13af617f077120e947c2f60ac7bb4326ab3b1bbb3490fd93a29ded7967",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2023-12-23T16:05:47Z",
    "title_canon_sha256": "e754310acc469ac8bc1623e5c3de670e55abeedd17ae64263970f64b32764aee"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.15288",
    "kind": "arxiv",
    "version": 2
  }
}