Pith Number

pith:FRY23P3V

pith:2024:FRY23P3V2NZE5GNCF3WV3OUKA2

not attested not anchored not stored refs pending

Structured Initialization for Attention in Vision Transformers

Jianqiao Zheng, Simon Lucey, Xueqian Li

arxiv:2404.01139 v1 · 2024-04-01 · cs.CV

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

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\usepackage{pith}
\pithnumber{FRY23P3V2NZE5GNCF3WV3OUKA2}

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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

Discrete Cosine Transform Based Decorrelated Attention for Vision Transformers

Receipt and verification

First computed	2026-07-05T08:03:01.358380Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2c71adbf75d3724e99a22eed5dba8a06aeca9b620803f1ee6707a9df0fa184f2

Aliases

arxiv: 2404.01139 · arxiv_version: 2404.01139v1 · doi: 10.48550/arxiv.2404.01139 · pith_short_12: FRY23P3V2NZE · pith_short_16: FRY23P3V2NZE5GNC · pith_short_8: FRY23P3V

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/FRY23P3V2NZE5GNCF3WV3OUKA2 \
  | 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: 2c71adbf75d3724e99a22eed5dba8a06aeca9b620803f1ee6707a9df0fa184f2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "28ee1977053aeeaa26569cff557a9aabecc1dd6c24e36bc8cdfcf21fea164598",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-04-01T14:34:47Z",
    "title_canon_sha256": "c34b0f7e6be977acc9374140f919e5eb875aca93ba0fa01fc541f96972dd792f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.01139",
    "kind": "arxiv",
    "version": 1
  }
}