Pith Number

pith:Z4EXSSEH

pith:2024:Z4EXSSEHOOVHX6GLBFQB7I43UN

not attested not anchored not stored refs pending

How to train your ViT for OOD Detection

Matthias Hein, Maximilian Mueller

arxiv:2405.17447 v1 · 2024-05-21 · cs.CV · cs.LG

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{Z4EXSSEHOOVHX6GLBFQB7I43UN}

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

1 paper in Pith

Mahalanobis++: Improving OOD Detection via Feature Normalization

Receipt and verification

First computed	2026-07-05T08:23:44.575693Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cf0979488773aa7bf8cb09601fa39ba3436b3e48d5f0fefeb51e07830049aa87

Aliases

arxiv: 2405.17447 · arxiv_version: 2405.17447v1 · doi: 10.48550/arxiv.2405.17447 · pith_short_12: Z4EXSSEHOOVH · pith_short_16: Z4EXSSEHOOVHX6GL · pith_short_8: Z4EXSSEH

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/Z4EXSSEHOOVHX6GLBFQB7I43UN \
  | 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: cf0979488773aa7bf8cb09601fa39ba3436b3e48d5f0fefeb51e07830049aa87

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1e0856b8999aa49df358ed32bf5de6b7a27ebfdb67bd81b66134a6f3927b1dac",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-05-21T08:36:30Z",
    "title_canon_sha256": "a6622bef8c58b702c07e78672469bc1e7ea51f669e047988276f078f868b002a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.17447",
    "kind": "arxiv",
    "version": 1
  }
}