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Tosatto, Samuele
6 publications
ICMLW
2024
Pink Noise LQR: How Does Colored Noise Affect the Optimal Policy in RL?
Jakob Hollenstein
,
Marko Zaric
,
Samuele Tosatto
,
Justus Piater
AISTATS
2022
An Alternate Policy Gradient Estimator for SoftMax Policies
Shivam Garg
,
Samuele Tosatto
,
Yangchen Pan
,
Martha White
,
Rupam Mahmood
AISTATS
2022
Model-Free Policy Learning with Reward Gradients
Qingfeng Lan
,
Samuele Tosatto
,
Homayoon Farrahi
,
Rupam Mahmood
ICML
2022
A Temporal-Difference Approach to Policy Gradient Estimation
Samuele Tosatto
,
Andrew Patterson
,
Martha White
,
Rupam Mahmood
AISTATS
2020
A Nonparametric Off-Policy Policy Gradient
Samuele Tosatto
,
Joao Carvalho
,
Hany Abdulsamad
,
Jan Peters
ICML
2017
Boosted Fitted Q-Iteration
Samuele Tosatto
,
Matteo Pirotta
,
Carlo D’Eramo
,
Marcello Restelli