Shunta Akiyama

6 papers · 2021–2025 · 2 conferences · across top CS/AI conferences

Achievements

🌍 Conference Polyglot (2) 🌉 Interdisciplinary Bridge 🧭 Keyword Pioneer 🐝 Cross-Pollinator (15)

Conferences

ICML (4) ICLR (2)

Top co-authors

Taiji Suzuki (5) Kazusato Oko (2) Denny Wu (1) Hiroki Yanagisawa (1) Tomoya Murata (1)

Keywords

wasserstein distance (1) statistical learning (1) gradient descent (1) score matching (1) minimax optimal (1) diffusion model (1) relu activation (1) distribution estimation (1) teacher-student model (1) relu neural network (1) neural network (1) measure representation (1) besov space (1)

Papers

Survival Analysis via Density Estimation ICML 2025

SILVER: Single-loop variance reduction and application to federated learning ICML 2024

Excess Risk of Two-Layer ReLU Neural Networks in Teacher-Student Settings and its Superiority to Kernel Methods ICLR 2023

Diffusion Models are Minimax Optimal Distribution Estimators ICML 2023

Benefit of deep learning with non-convex noisy gradient descent: Provable excess risk bound and superiority to kernel methods ICLR 2021

On Learnability via Gradient Method for Two-Layer ReLU Neural Networks in Teacher-Student Setting ICML 2021