Boosted Fitted Q-Iteration.

Matteo Pirotta , Marcello Restelli , Carlo D’Eramo , Samuele Tosatto
international conference on machine learning 3434 -3443

39
2017
Curriculum reinforcement learning via constrained optimal transport

Pascal Klink , Haoyi Yang , Carlo D’Eramo , Jan Peters
Smpte Journal 11341 -11358

3
2022
Composable energy policies for reactive motion generation and reinforcement learning

Julen Urain , Anqi Li , Puze Liu , Carlo D’Eramo
The International Journal of Robotics Research 42 ( 10) 827 -858

22
2023
Technical Report:“Exploration Driven by an Optimistic Bellman Equation”

Samuele Tosatto , Carlo D’Eramo , Joni Pajarinen , Marcello Restelli

2018
Estimating the maximum expected value through Gaussian approximation

Marcello Restelli , Alessandro Nuara , Carlo D'Eramo
international conference on machine learning 1032 -1040

18
2016
Estimating the maximum expected value in continuous reinforcement learning problems

Matteo Pirotta , Marcello Restelli , Alessandro Nuara , Carlo D'Eramo
national conference on artificial intelligence 1840 -1846

10
2017
Generalized Mean Estimation in Monte-Carlo Tree Search

Jan Peters , Jan Peters , Joni Pajarinen , Carlo D'Eramo
arXiv: Artificial Intelligence

4
2019
Long-Term Visitation Value for Deep Exploration in Sparse Reward Reinforcement Learning

Jan Peters , Simone Parisi , Joni Pajarinen , Carlo D'Eramo
arXiv: Learning

4
2019
MushroomRL: Simplifying Reinforcement Learning Research.

Andrea Bonarini , Jan Peters , Marcello Restelli , Carlo D'Eramo
arXiv: Learning

36
2020
Deep Reinforcement Learning with Weighted Q-Learning

Jan Peters , Cesare Alippi , Carlo D'Eramo , Andrea Cini
arXiv: Learning

8
2020
Convex Regularization in Monte-Carlo Tree Search

Jan Peters , Joni Pajarinen , Carlo D'Eramo , Tuan Quang Dam
arXiv: Learning

5
2021
Self-Paced Deep Reinforcement Learning

Jan R. Peters , Joni Pajarinen , Carlo D'Eramo , Pascal Klink
neural information processing systems 33 9216 -9227

25
2020
A Probabilistic Interpretation of Self-Paced Learning with Applications to Reinforcement Learning.

Jan Peters , Hany Abdulsamad , Joni Pajarinen , Boris Belousov
arXiv: Learning

12
2021
Model Predictive Actor-Critic: Accelerating Robot Skill Acquisition with Deep Reinforcement Learning.

Georgia Chalvatzaki , Aaron M. Dollar , Jan Peters , Andrew S. Morgan
arXiv: Robotics

21
2021
Multi-Channel Interactive Reinforcement Learning for Sequential Tasks.

Dorothea Koert , Maximilian Kircher , Vildan Salikutluk , Carlo D'Eramo
Frontiers in Robotics and AI 7 97

10
2020
Exploration Driven by an Optimistic Bellman Equation

Samuele Tosatto , Carlo D'Eramo , Joni Pajarinen , Marcello Restelli
international joint conference on neural network 1 -8

2
2019
Exploiting Action-Value Uncertainty to Drive Exploration in Reinforcement Learning

Carlo D'Eramo , Andrea Cini , Marcello Restelli
2019 International Joint Conference on Neural Networks (IJCNN) 1 -8

2019
Gaussian approximation for bias reduction in Q-learning

Carlo D'Eramo , Andrea Cini , Alessandro Nuara , Matteo Pirotta
The Journal of Machine Learning Research 22 ( 1) 12690 -12740

3
2021
Sharing knowledge in multi-task deep reinforcement learning

Carlo D'Eramo , Davide Tateo , Andrea Bonarini , Marcello Restelli
arXiv preprint arXiv:2401.09561

120
2024