Pith Number

pith:5HTKUZHR

pith:2019:5HTKUZHREAIQO6ISORE6QI6IFP

not attested not anchored not stored refs pending

On the Relationship between Self-Attention and Convolutional Layers

Andreas Loukas, Jean-Baptiste Cordonnier, Martin Jaggi

arxiv:1911.03584 v2 · 2019-11-08 · cs.LG · cs.CL · cs.CV · stat.ML

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{5HTKUZHREAIQO6ISORE6QI6IFP}

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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

8 papers in Pith

ITNet: A Learnable Integral Transform That Subsumes Convolution, Attention, and Recurrence

RoVE: Rotary Value Embeddings Attention for Relative Position-dependent Value Pathways

SWARD: Stochastic Window-Attention-Based Relational Distillation for Cross-Architectural Semantic Segmentation

ITNet: A Learnable Integral Transform That Subsumes Convolution, Attention, and Recurrence

Weierstrass Positional Encoding for Vision Transformers

Receipt and verification

First computed	2026-07-05T00:32:39.777101Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e9e6aa64f120110779127449e823c82bd68ee442fa617100e6f250143b1dd368

Aliases

arxiv: 1911.03584 · arxiv_version: 1911.03584v2 · doi: 10.48550/arxiv.1911.03584 · pith_short_12: 5HTKUZHREAIQ · pith_short_16: 5HTKUZHREAIQO6IS · pith_short_8: 5HTKUZHR

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/5HTKUZHREAIQO6ISORE6QI6IFP \
  | 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: e9e6aa64f120110779127449e823c82bd68ee442fa617100e6f250143b1dd368

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "09ca8f0e483eb80f55ab2a191c8084792eed60b45e23afc21a24c0d7332cb1e4",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.CV",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-11-08T23:48:38Z",
    "title_canon_sha256": "08cb79474cbb81e5a0d39e1f31110f22d19d29c13e342694229c71ffe9e6da99"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1911.03584",
    "kind": "arxiv",
    "version": 2
  }
}