Isao Ishikawa
10 papers · 2018–2025 · 5 conferences · across top CS/AI conferences
Achievements
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π Interdisciplinary Bridge π§ Keyword Pioneer π Cross-Pollinator (11) πΊοΈ Taxonomy Completionist (20) π£ Hot Topic Early Bird
π
Conference Polyglot
(5)
π
Academic Marathon
(7)
π
Keyword Champion
π
Century Club
(10)
π₯
Unstoppable
(6)
Conferences
JMLR (3)
NIPS (3)
ICML (2)
AISTATS (1)
ICLR (1)
Top co-authors
Keywords
ridgelet transform
(3)
dynamical system
(2)
invertible neural network
(2)
reproducing kernel hilbert space
(2)
universal approximation
(2)
coupling flow
(2)
deep learning theory
(1)
functional data analysis
(1)
metric learning
(1)
representer theorem
(1)
neural network theory
(1)
ridge regression
(1)
kernel mean embedding
(1)
riemannian manifold
(1)
neural ordinary differential equation
(1)
group theory
(1)
convolutional neural network
(1)
inductive bia
(1)
normalizing flow
(1)
geometric deep learning
(1)
Papers
Deep Ridgelet Transform and Unified Universality Theorem for Deep and Shallow Joint-Group-Equivariant Machines
ICML 2025
Koopman-based generalization bound: New aspect for full-rank weights
ICLR 2024
Universal Approximation Property of Invertible Neural Networks
JMLR 2023
Fully-Connected Network on Noncompact Symmetric Space and Ridgelet Transform based on Helgason-Fourier Analysis
ICML 2022
Universality of Group Convolutional Neural Networks Based on Ridgelet Analysis on Groups
NIPS 2022
Ridge Regression with Over-parametrized Two-Layer Networks Converge to Ridgelet Spectrum
AISTATS 2021
Reproducing kernel Hilbert C*-module and kernel mean embeddings
JMLR 2021
Krylov Subspace Method for Nonlinear Dynamical Systems with Random Noise
JMLR 2020
Coupling-based Invertible Neural Networks Are Universal Diffeomorphism Approximators
NIPS 2020
Metric on Nonlinear Dynamical Systems with Perron-Frobenius Operators
NIPS 2018