Pith Number

pith:ZHAK3FRW

pith:2019:ZHAK3FRWS3IADY2L33GNZ3QBIV

not attested not anchored not stored refs pending

Transformer Dissection: A Unified Understanding of Transformer's Attention via the Lens of Kernel

Louis-Philippe Morency, Makoto Yamada, Ruslan Salakhutdinov, Shaojie Bai, Yao-Hung Hubert Tsai

arxiv:1908.11775 v4 · 2019-08-30 · cs.LG · stat.ML

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\usepackage{pith}
\pithnumber{ZHAK3FRWS3IADY2L33GNZ3QBIV}

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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

6 papers in Pith

The General Theory of Localization Methods

Deep learning applied to computational mechanics: A comprehensive review, state of the art, and the classics

Understanding In-Context Learning on Structured Manifolds: Bridging Attention to Kernel Methods

Multi-Head Attention as Ensemble Nadaraya-Watson Estimation: Variance Reduction, Decorrelation, and Optimal Head Diversity

The General Theory of Localization Methods

Receipt and verification

First computed	2026-07-05T00:18:40.014285Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c9c0ad963696d001e34bdeccdcee0145553fdc9e3e923f52d74c221fe2de1825

Aliases

arxiv: 1908.11775 · arxiv_version: 1908.11775v4 · doi: 10.48550/arxiv.1908.11775 · pith_short_12: ZHAK3FRWS3IA · pith_short_16: ZHAK3FRWS3IADY2L · pith_short_8: ZHAK3FRW

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/ZHAK3FRWS3IADY2L33GNZ3QBIV \
  | 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: c9c0ad963696d001e34bdeccdcee0145553fdc9e3e923f52d74c221fe2de1825

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e2866630a74ab10082f6f8c603cbae63b0cd4f0fbb017bbe9aa849e1aa8e70eb",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-08-30T15:05:02Z",
    "title_canon_sha256": "48196112950222f0b89538f712478808f36495d674063c7a152f6869db1afd2c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1908.11775",
    "kind": "arxiv",
    "version": 4
  }
}