Pith. sign in
Pith Number

pith:PXOT7PPQ

pith:2025:PXOT7PPQQZFUFM72LW3QOLLUDH
not attested not anchored not stored refs pending

Vision Transformer Neural Architecture Search for Out-of-Distribution Generalization: Benchmark and Insights

Ngai-Man Cheung, Somayeh Ebrahimkhani, Sy-Tuyen Ho, Tuan Van Vo

arxiv:2501.03782 v1 · 2025-01-07 · cs.LG

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\usepackage{pith}
\pithnumber{PXOT7PPQQZFUFM72LW3QOLLUDH}

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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.
Receipt and verification
First computed 2026-07-05T09:57:59.461208Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

7ddd3fbdf0864b42b3fa5db7072d7419c3c9f3aa3b7df2d117e56be5b232b135

Aliases

arxiv: 2501.03782 · arxiv_version: 2501.03782v1 · doi: 10.48550/arxiv.2501.03782 · pith_short_12: PXOT7PPQQZFU · pith_short_16: PXOT7PPQQZFUFM72 · pith_short_8: PXOT7PPQ
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/PXOT7PPQQZFUFM72LW3QOLLUDH \
  | 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: 7ddd3fbdf0864b42b3fa5db7072d7419c3c9f3aa3b7df2d117e56be5b232b135
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "47cbc118e5fcbc2437312de8ddf833a5ddc9a0814ddbc150e8e7ff763bc52ea9",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-01-07T13:45:09Z",
    "title_canon_sha256": "7f2916185c3955cae05e8324c085e6e8927a6ef6ef7e4feee7e4172dc2e9f3c9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.03782",
    "kind": "arxiv",
    "version": 1
  }
}