Pith Number

pith:AGNJ4SEA

pith:2024:AGNJ4SEAYMFXIDGURCNWSQNZZG

not attested not anchored not stored refs pending

Quadratic Gating Mixture of Experts: Statistical Insights into Self-Attention

Huy Nguyen, Nhat Ho, Pedram Akbarian, Xing Han

arxiv:2410.11222 v3 · 2024-10-15 · stat.ML · cs.LG

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{AGNJ4SEAYMFXIDGURCNWSQNZZG}

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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

4 papers in Pith

Sparsity is Combinatorial Depth: Quantifying MoE Expressivity via Tropical Geometry

Combining pre-trained models via localized model averaging

FLAME: Adaptive Mixture-of-Experts for Continual Multimodal Multi-Task Learning

Convergence Rates for Latent Mixing Measures in Infinite Homoscedastic Location-Scale Mixture Models

Receipt and verification

First computed	2026-07-05T11:34:00.536064Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

019a9e4880c30b740cd4889b6941b9c99c74b9d99496c0fac0a0b082f9bc2352

Aliases

arxiv: 2410.11222 · arxiv_version: 2410.11222v3 · doi: 10.48550/arxiv.2410.11222 · pith_short_12: AGNJ4SEAYMFX · pith_short_16: AGNJ4SEAYMFXIDGU · pith_short_8: AGNJ4SEA

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/AGNJ4SEAYMFXIDGURCNWSQNZZG \
  | 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: 019a9e4880c30b740cd4889b6941b9c99c74b9d99496c0fac0a0b082f9bc2352

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "637fe5539ea7cb2b6c77978c1b2ea77bbc563566c652b6cb09aa1e2e64d72006",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2024-10-15T03:06:37Z",
    "title_canon_sha256": "632dde03b4a1a1adb4afac56e7646e16926e166e62cb7aba7d919e6f8803eb0e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.11222",
    "kind": "arxiv",
    "version": 3
  }
}