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Naoki Nishikawa
Naoki Nishikawa
7
papers
23
total citations
papers (7)
Adaptive Topological Feature via Persistent Homology: Filtration Learning for Point Clouds
NEURIPS 2023
arXiv
11
citations
State Space Models are Provably Comparable to Transformers in Dynamic Token Selection
ICLR 2025
arXiv
6
citations
Mixture of Experts Provably Detect and Learn the Latent Cluster Structure in Gradient-Based Learning
ICML 2025
arXiv
2
citations
When Does Metadata Conditioning (NOT) Work for Language Model Pre-Training? A Study with Context-Free Grammars
COLM 2025
arXiv
2
citations
From Shortcut to Induction Head: How Data Diversity Shapes Algorithm Selection in Transformers
NEURIPS 2025
arXiv
1
citations
Degrees of Freedom for Linear Attention: Distilling Softmax Attention with Optimal Feature Efficiency
NEURIPS 2025
arXiv
1
citations
Two-layer neural network on infinite dimensional data: global optimization guarantee in the mean-field regime
NEURIPS 2022
0
citations