Takuma Seno
6 papers · 2022–2025 · 4 conferences · across top CS/AI conferences
Achievements
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π
Conference Polyglot
(4)
π
Interdisciplinary Bridge
πΊοΈ
Taxonomy Completionist
(10)
π§
Keyword Pioneer
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Cross-Pollinator
(15)
Conferences
ICML (2)
NIPS (2)
ICLR (1)
JMLR (1)
Top co-authors
Keywords
reparameterization gradient
(2)
likelihood ratio gradient
(2)
deep reinforcement learning
(2)
policy gradient
(1)
policy learning
(1)
automatic differentiation
(1)
gradient estimation
(1)
message passing
(1)
model-based reinforcement learning
(1)
variance reduction
(1)
reward function
(1)
off-policy learning
(1)
soft actor-critic
(1)
deep rl
(1)
reward decomposition
(1)
value decomposition
(1)
offline rl
(1)
agent design
(1)
offline deep reinforcement learning
(1)
monte carlo gradient
(1)
Papers
SimBa: Simplicity Bias for Scaling Up Parameters in Deep Reinforcement Learning
ICLR 2025
Hyperspherical Normalization for Scalable Deep Reinforcement Learning
ICML 2025
Model-based Reinforcement Learning with Scalable Composite Policy Gradient Estimators
ICML 2023
Value Function Decomposition for Iterative Design of Reinforcement Learning Agents
NIPS 2022
Proppo: a Message Passing Framework for Customizable and Composable Learning Algorithms
NIPS 2022
d3rlpy: An Offline Deep Reinforcement Learning Library
JMLR 2022