Shunta Akiyama
6 papers · 2021–2025 · 2 venues · across top CS/AI venues
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Achievements
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Conference Polyglot · Bronze
🌉
Interdisciplinary Bridge · Bronze
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Taxonomy Completionist
(10)
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Research topics
Keywords
kernel methods
(2)
neural network
(2)
learning theory
(2)
gradient descent
(2)
variance reduction
(1)
excess risk
(1)
score matching
(1)
excess risk bound
(1)
minimax optimal
(1)
diffusion model
(1)
relu activation
(1)
gradient estimator
(1)
relu network
(1)
distribution estimation
(1)
teacher-student model
(1)
relu neural network
(1)
measure representation
(1)
besov space
(1)
single loop
(1)
communication-efficient federated learning
(1)
Papers
Survival Analysis via Density Estimation
ICML 2025
SILVER: Single-loop variance reduction and application to federated learning
ICML 2024
Diffusion Models are Minimax Optimal Distribution Estimators
ICML 2023
Excess Risk of Two-Layer ReLU Neural Networks in Teacher-Student Settings and its Superiority to Kernel Methods
ICLR 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