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Pith Number

pith:DHUHUS3K

pith:2024:DHUHUS3KY63B3FEVLMTA5VQWFW
not attested not anchored not stored refs pending

LayerShuffle: Enhancing Robustness in Vision Transformers by Randomizing Layer Execution Order

Anders Sundnes L{\o}vlie, Matthias Freiberger, Peter Kun, Sebastian Risi

arxiv:2407.04513 v2 · 2024-07-05 · cs.CV · cs.AI · cs.LG

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\usepackage{pith}
\pithnumber{DHUHUS3KY63B3FEVLMTA5VQWFW}

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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 2026-07-05T09:45:11.709392Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

19e87a4b6ac7b61d94955b260ed6162d9a286f67a5913955c1dd832f64fd6502

Aliases

arxiv: 2407.04513 · arxiv_version: 2407.04513v2 · doi: 10.48550/arxiv.2407.04513 · pith_short_12: DHUHUS3KY63B · pith_short_16: DHUHUS3KY63B3FEV · pith_short_8: DHUHUS3K
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/DHUHUS3KY63B3FEVLMTA5VQWFW \
  | 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: 19e87a4b6ac7b61d94955b260ed6162d9a286f67a5913955c1dd832f64fd6502
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "08e075280d4a090e340e1e17ab41b45e93aca1a1efcb14d7205ca845887a56ee",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-07-05T13:54:15Z",
    "title_canon_sha256": "00c0d683da4e12061dc1c27ac9f3716d23b4918f32b550e96e175eb04b5927f2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.04513",
    "kind": "arxiv",
    "version": 2
  }
}