Pith Number

pith:DZ5JWRQJ

pith:2024:DZ5JWRQJKVVBJ3YZFZ75KNRS4V

not attested not anchored not stored refs pending

Vision transformers in domain adaptation and domain generalization: a study of robustness

Homayoun Najjaran, Jamil Fayyad, Shadi Alijani

arxiv:2404.04452 v2 · 2024-04-05 · cs.CV · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{DZ5JWRQJKVVBJ3YZFZ75KNRS4V}

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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

Domain Adaptive Skin Lesion Classification via Conformal Ensemble of Vision Transformers

Receipt and verification

First computed	2026-07-05T09:21:03.474608Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1e7a9b4609556a14ef192e7fd53632e55e742c661638cd0e928e89d09a522cc5

Aliases

arxiv: 2404.04452 · arxiv_version: 2404.04452v2 · doi: 10.48550/arxiv.2404.04452 · pith_short_12: DZ5JWRQJKVVB · pith_short_16: DZ5JWRQJKVVBJ3YZ · pith_short_8: DZ5JWRQJ

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/DZ5JWRQJKVVBJ3YZFZ75KNRS4V \
  | 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: 1e7a9b4609556a14ef192e7fd53632e55e742c661638cd0e928e89d09a522cc5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7691be24f0abcba44396cb37de1fe0dcb59266237009f3d1fdc82a451012e058",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-04-05T23:38:57Z",
    "title_canon_sha256": "8c2c59bb70409463644dd639b982707b3f1030c9de3f5557e23f30ea2e47da97"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.04452",
    "kind": "arxiv",
    "version": 2
  }
}