Pith Number

pith:WRT7ELWA

pith:2025:WRT7ELWAHT2I7X2Y7AZHTBPMHT

not attested not anchored not stored refs pending

Limitations of Normalization in Attention Mechanism

Mikhail Burtsev, Radu State, Tatiana Petrova, Timur Mudarisov

arxiv:2508.17821 v3 · 2025-08-25 · cs.LG · cs.AI · cs.CL

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{WRT7ELWAHT2I7X2Y7AZHTBPMHT}

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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

5 papers in Pith

You Don't Need Attention: Gated Convolutional Modeling for Watch-Based Fall Detection

RopeDreamer: A Kinematic Recurrent State Space Model for Dynamics of Flexible Deformable Linear Objects

SpecSyn: LLM-based Synthesis and Refinement of Formal Specifications for Real-world Program Verification

Evaluating Memory Capability in Continuous Lifelog Scenario

Sessa: Selective State Space Attention

Receipt and verification

First computed	2026-06-08T01:05:02.482804Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b467f22ec03cf48fdf58f8327985ec3ce03d1778a6a8152b68cc04cf297e5709

Aliases

arxiv: 2508.17821 · arxiv_version: 2508.17821v3 · doi: 10.48550/arxiv.2508.17821 · pith_short_12: WRT7ELWAHT2I · pith_short_16: WRT7ELWAHT2I7X2Y · pith_short_8: WRT7ELWA

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/WRT7ELWAHT2I7X2Y7AZHTBPMHT \
  | 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: b467f22ec03cf48fdf58f8327985ec3ce03d1778a6a8152b68cc04cf297e5709

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1a478398aaea1bed8e41126a3ec4f12e51db41855bc9d3fe3e6e9e066955e50c",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-08-25T09:25:05Z",
    "title_canon_sha256": "87831402b9bbe659a668b6d791661718242521e8936b2c1cb8ed71d5b6633211"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.17821",
    "kind": "arxiv",
    "version": 3
  }
}