Publications

Carlo D'Eramo; Andrea Cini; Alessandro Nuara; Matteo Pirotta; Cesare Alippi; Jan Peters; Marcello Restelli

Gaussian Approximation for Bias Reduction in Q-Learning

In: Journal of Machine Learning Research, Vol. 22, Pages 277:1-277:51, JMLR, 2021.

Niyati Rawal; Dorothea Koert; Cigdem Turan; Kristian Kersting; Jan Peters; Ruth Stock-Homburg

ExGenNet: Learning to Generate Robotic Facial Expression Using Facial Expression Recognition

In: Frontiers in Robotics and AI, Vol. 8, Pages 0-10, Frontiers, 2021.

Bang You; Jingming Xie; Youping Chen; Jan Peters; Oleg Arenz

Self-supervised Sequential Information Bottleneck for Robust Exploration in Deep Reinforcement Learning

In: Computing Research Repository eprint Journal (CoRR), Vol. abs/2209.05333, Pages 0-10, arXiv, 2022.

Tuan Dam; Carlo D'Eramo; Jan Peters; Joni Pajarinen

A Unified Perspective on Value Backup and Exploration in Monte-Carlo Tree Search

In: Computing Research Repository eprint Journal (CoRR), Vol. abs/2202.07071, Pages 0-10, arXiv, 2022.

Amr Gomaa; Michael Feld

Adaptive User-centered Neuro-symbolic Learning for Multimodal Interaction with Autonomous Systems

In: AI & HCI Workshop at the 40th International Conference on Machine Learning (ICML). AI&HCI Workshop @ ICML, located at icml, July 29, Honolulu, Hawaii, USA, PMLR, 2023.

Théo Vincent; Boris Belousov; Carlo D'Eramo; Jan Peters (Hrsg.)

Iterated Deep Q-Network: Efficient Learning of Bellman Iterations for Deep Reinforcement Learning

European Workshop on Reinforcement Learning (EWRL-2023), European Workshop on Reinforcement Learning, 2023.

Daniel Sonntag; Fabrizio Nunnari; Hans-Jürgen Profitlich

The Skincare project, an interactive deep learning system for differential diagnosis of malignant skin lesions.

Technical Report, BMBF, H2020, DFKI Research Reports (RR), Vol. 1, 5/2020.

Brian Kenji Iwana; Syed Tahseen Raza Rizvi; Sheraz Ahmed; Andreas Dengel; Seiichi Uchida

Judging a Book by its Cover

10/2016.

Adriano Lucieri; Huzaifa Sabir; Muhammad Shoaib Ahmed Siddiqui; Syed Tahseen Raza Rizvi; Brian Kenji Iwana; Seiichi Uchida; Andreas Dengel; Sheraz Ahmed

Benchmarking Deep Learning Models for Classification of Book Covers

In: Springer Singapore (Hrsg.). SN Computer Science, Vol. 1, No. Issue 3, Pages 1-16, Springer, Singapore, 5/2020.

Michael Barz; Sven Stauden; Daniel Sonntag

Visual Search Target Inference in Natural Interaction Settings with Machine Learning

In: Andreas Bulling; Anke Huckauf; Eakta Jain; Ralph Radach; Daniel Weiskopf (Hrsg.). ACM Symposium on Eye Tracking Research and Applications. Symposium on Eye Tracking Research & Applications (ETRA-2020), Stuttgart, Germany, Association for Computing Machinery, New York, NY, USA, 5/2020.