Naoki Nishikawa

1. Adaptive Topological Feature via Persistent Homology: Filtration Learning for Point Clouds
   2023/07/18 by Naoki Nishikawa, Yuichi Ike, Nishikawa, Naoki +3 · 1 citation
   Computer Science · #Topological and Geometric Data Analysis
2. State Space Models are Comparable to Transformers in Estimating Functions with Dynamic Smoothness
   2024/05/29 by Naoki Nishikawa, Nishikawa, Naoki, Taiji Suzuki +1 · 1 citation
   Computer Science · Engineering · #Control Systems and Identification #FOS: Computer and information sciences #Fault Detection and Control Systems #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Neural Networks and Applications
3. When Does Metadata Conditioning (NOT) Work for Language Model Pre-Training? A Study with Context-Free Grammars
   2025/04/24 by Higuchi, Rei, Ryotaro Kawata, Naoki Nishikawa +16 · 2 citations
   Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Natural Language Processing Techniques #Topic Modeling