Lauri, Mikko ; Pajarinen, Joni ; Peters, Jan (2024)
Multi-agent active information gathering in discrete and continuous-state decentralized POMDPs by policy graph improvement.
In: Autonomous Agents and Multi-Agent Systems, 2020, 34 (2)
doi: 10.26083/tuprints-00023919
Article, Secondary publication, Publisher's Version

Akrour, Riad ; Atamna, Asma ; Peters, Jan (2024)
Convex optimization with an interpolation-based projection and its application to deep learning.
In: Machine Learning, 2021, 110 (8)
doi: 10.26083/tuprints-00023526
Article, Secondary publication, Publisher's Version

Prasad, Vignesh ; Stock-Homburg, Ruth ; Peters, Jan (2024)
Human-Robot Handshaking: A Review.
In: International Journal of Social Robotics, 2022, 14 (1)
doi: 10.26083/tuprints-00023499
Article, Secondary publication, Publisher's Version

Gu, Shangding ; Kshirsagar, Alap ; Du, Yali ; Chen, Guang ; Peters, Jan ; Knoll, Alois (2024)
A human-centered safe robot reinforcement learning framework with interactive behaviors.
In: Frontiers in Neurorobotics, 2023, 17
doi: 10.26083/tuprints-00027150
Article, Secondary publication, Publisher's Version

Celemin, Carlos ; Maeda, Guilherme ; Ruiz-del-Solar, Javier ; Peters, Jan ; Kober, Jens (2024)
Reinforcement learning of motor skills using Policy Search and human corrective advice.
In: The International Journal of Robotics Research, 2019, 38 (14)
doi: 10.26083/tuprints-00016981
Article, Secondary publication, Publisher's Version

Šošić, Adrian ; Rueckert, Elmar ; Peters, Jan ; Zoubir, Abdelhak M. ; Koeppl, Heinz (2024)
Inverse Reinforcement Learning via Nonparametric Spatio-Temporal Subgoal Modeling.
In: Journal of Machine Learning Research, 2018, 19 (69)
doi: 10.26083/tuprints-00026700
Article, Secondary publication, Publisher's Version

Veiga, Filipe ; Akrour, Riad ; Peters, Jan (2024)
Hierarchical Tactile-Based Control Decomposition of Dexterous In-Hand Manipulation Tasks.
In: Frontiers in Robotics and AI, 2020, 7
doi: 10.26083/tuprints-00016159
Article, Secondary publication, Publisher's Version

Veiga, Filipe ; Edin, Benoni ; Peters, Jan (2024)
Grip Stabilization through Independent Finger Tactile Feedback Control.
In: Sensors, 2020, 20 (6)
doi: 10.26083/tuprints-00016296
Article, Secondary publication, Publisher's Version

Manschitz, Simon ; Gienger, Michael ; Kober, Jens ; Peters, Jan (2024)
Learning Sequential Force Interaction Skills.
In: Robotics, 2020, 9 (2)
doi: 10.26083/tuprints-00016992
Article, Secondary publication, Publisher's Version

Tosatto, Samuele ; Akrour, Riad ; Peters, Jan (2024)
An Upper Bound of the Bias of Nadaraya-Watson Kernel Regression under Lipschitz Assumptions.
In: Stats, 2020, 4 (1)
doi: 10.26083/tuprints-00017437
Article, Secondary publication, Publisher's Version

Lioutikov, Rudolf ; Maeda, Guilherme ; Veiga, Filipe ; Kersting, Kristian ; Peters, Jan (2023)
Learning attribute grammars for movement primitive sequencing.
In: The International Journal of Robotics Research, 2020, 39 (1)
doi: 10.26083/tuprints-00016980
Article, Secondary publication, Publisher's Version

Lutter, Michael ; Ritter, Christian ; Peters, Jan (2023)
Deep Lagrangian Networks: Using Physics as Model Prior for Deep Learning.
7th International Conference on Learning Representations (ICLR) 2019. New Orleans, Louisiana, United States (06.05.2019-09.05.2019)
doi: 10.26083/tuprints-00020557
Conference or Workshop Item, Secondary publication, Publisher's Version

Tanneberg, Daniel ; Rueckert, Elmar ; Peters, Jan (2023)
Evolutionary training and abstraction yields algorithmic generalization of neural computers.
In: Nature Machine Intelligence, 2020, 2 (12)
doi: 10.26083/tuprints-00020535
Article, Secondary publication, Postprint

Lauri, Mikko ; Pajarinen, Joni ; Peters, Jan (2023)
Information Gathering in Decentralized POMDPs by Policy Graph Improvement.
18th International Conference on Autonomous Agents and Multiagent Systems (AAMAS 2019). Montreal, Kanada (13.05.2019-17.05.2019)
doi: 10.26083/tuprints-00020576
Conference or Workshop Item, Secondary publication, Publisher's Version

Belousov, Boris ; Peters, Jan (2023)
f-Divergence constrained policy improvement.
doi: 10.26083/tuprints-00020553
Report, Secondary publication, Preprint

Rawal, Niyati ; Koert, Dorothea ; Turan, Cigdem ; Kersting, Kristian ; Peters, Jan ; Stock-Homburg, Ruth (2022)
ExGenNet: Learning to Generate Robotic Facial Expression Using Facial Expression Recognition.
In: Frontiers in Robotics and AI, 2022, 8
doi: 10.26083/tuprints-00020336
Article, Secondary publication, Publisher's Version

Muratore, Fabio ; Ramos, Fabio ; Turk, Greg ; Yu, Wenhao ; Gienger, Michael ; Peters, Jan (2022)
Robot Learning From Randomized Simulations: A Review.
In: Frontiers in Robotics and AI, 2022, 9
doi: 10.26083/tuprints-00021227
Article, Secondary publication, Publisher's Version

Parisi, Simone ; Tateo, Davide ; Hensel, Maximilian ; D’Eramo, Carlo ; Peters, Jan ; Pajarinen, Joni (2022)
Long-Term Visitation Value for Deep Exploration in Sparse-Reward Reinforcement Learning.
In: Algorithms, 2022, 15 (3)
doi: 10.26083/tuprints-00021017
Article, Secondary publication, Publisher's Version

Moos, Janosch ; Hansel, Kay ; Abdulsamad, Hany ; Stark, Svenja ; Clever, Debora ; Peters, Jan (2022)
Robust Reinforcement Learning: A Review of Foundations and Recent Advances.
In: Machine Learning and Knowledge Extraction, 2022, 4 (1)
doi: 10.26083/tuprints-00021118
Article, Secondary publication, Publisher's Version

Ewerton, Marco ; Arenz, Oleg ; Peters, Jan (2022)
Assisted teleoperation in changing environments with a mixture of virtual guides.
In: Advanced Robotics, 2020, 34 (18)
doi: 10.26083/tuprints-00023003
Article, Secondary publication, Postprint

Belousov, Boris ; Sadybakasov, Alymbek ; Wibranek, Bastian ; Veiga, Filipe ; Tessmann, Oliver ; Peters, Jan (2022)
Building a Library of Tactile Skills Based on FingerVision.
19th International Conference on Humanoid Robots (Humanoids). Toronto, ON, Canada (15.10.2019-17.10.2019)
doi: 10.26083/tuprints-00020548
Conference or Workshop Item, Secondary publication, Postprint

Belousov, Boris ; Neumann, Gerhard ; Rothkopf, Constantin A. ; Peters, Jan (2022)
Catching heuristics are optimal control policies.
Advances in Neural Information Processing Systems 29 (NIPS 2016). Barcelona, Spain (05.12.2016-10.12.2016)
doi: 10.26083/tuprints-00020556
Conference or Workshop Item, Secondary publication, Publisher's Version

Pajarinen, Joni ; Thai, Hong Linh ; Akrour, Riad ; Peters, Jan ; Neumann, Gerhard (2022)
Compatible natural gradient policy search.
In: Machine Learning, 2022, 108 (8-9)
doi: 10.26083/tuprints-00020531
Article, Secondary publication, Publisher's Version

Laux, Melvin ; Arenz, Oleg ; Peters, Jan ; Pajarinen, Joni (2022)
Deep Adversarial Reinforcement Learning for Object Disentangling.
2020 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS). Las Vegas, USA (Virtual) (25.10.2020-29.10.2020)
doi: 10.26083/tuprints-00022926
Conference or Workshop Item, Secondary publication, Postprint

Koert, Dorothea ; Maeda, Guilherme ; Lioutikov, Rudolf ; Neumann, Gerhard ; Peters, Jan (2022)
Demonstration based trajectory optimization for generalizable robot motions.
International Conference on Humanoid Robots (Humanoids). Cancun, Mexico (15.11.2016-17.11.2016)
doi: 10.26083/tuprints-00020544
Conference or Workshop Item, Secondary publication, Postprint

Nass, David ; Belousov, Boris ; Peters, Jan (2022)
Entropic Risk Measure in Policy Search.
International Conference on Intelligent Robots and Systems (IROS). Macau, China (03.11.2019-08.11.2019)
doi: 10.26083/tuprints-00020551
Conference or Workshop Item, Secondary publication, Postprint

Ploeger, Kai ; Lutter, Michael ; Peters, Jan (2022)
High Acceleration Reinforcement Learning for Real-World Juggling with Binary Rewards.
Conference on Robot Learning (CoRL) 2020. Cambridge MA, USA (16.11.2020-18.11.2020)
doi: 10.26083/tuprints-00020583
Conference or Workshop Item, Secondary publication, Publisher's Version

Tanneberg, Daniel ; Peters, Jan ; Rueckert, Elmar (2022)
Intrinsic motivation and mental replay enable efficient online adaptation in stochastic recurrent networks.
In: Neural Networks, 2022, 109
doi: 10.26083/tuprints-00020537
Article, Secondary publication, Postprint

Koert, Dorothea ; Maeda, Guilherme ; Neumann, Gerhard ; Peters, Jan (2022)
Learning Coupled Forward-Inverse Models with Combined Prediction Errors.
International Conference on Robotics and Automation (ICRA) 2018. Brisbane, QLD, Australia (21.05.2018-25.05.2018)
doi: 10.26083/tuprints-00020546
Conference or Workshop Item, Secondary publication, Postprint

Koert, Dorothea ; Pajarinen, Joni ; Schotschneider, Albert ; Trick, Susanne ; Rothkopf, Constantin A. ; Peters, Jan (2022)
Learning Intention Aware Online Adaptation of Movement Primitives.
In: IEEE Robotics and Automation Letters, 2022, 4 (4)
doi: 10.26083/tuprints-00020543
Article, Secondary publication, Postprint

Lioutikov, Rudolf ; Neumann, Gerhard ; Maeda, Guilherme ; Peters, Jan (2022)
Learning movement primitive libraries through probabilistic segmentation.
In: The International Journal of Robotics Research, 2022, 36 (8)
doi: 10.26083/tuprints-00020539
Article, Secondary publication, Postprint

Trick, Susanne ; Koert, Dorothea ; Peters, Jan ; Rothkopf, Constantin A. (2022)
Multimodal Uncertainty Reduction for Intention Recognition in Human-Robot Interaction.
International Conference on Intelligent Robots and Systems (IROS). Macau, China (03.11.2019-08.11.2019)
doi: 10.26083/tuprints-00020552
Conference or Workshop Item, Secondary publication, Postprint

Koert, Dorothea ; Trick, Susanne ; Ewerton, Marco ; Lutter, Michael ; Peters, Jan (2022)
Online Learning of an Open-Ended Skill Library for Collaborative Tasks.
International Conference on Humanoid Robots (Humanoids). Beijing, China (06.11.2018-09.11.2018)
doi: 10.26083/tuprints-00020545
Conference or Workshop Item, Secondary publication, Postprint

Tanneberg, Daniel ; Peters, Jan ; Rueckert, Elmar (2022)
Online Learning with Stochastic Recurrent Neural Networks using Intrinsic Motivation Signals.
CoRL2017 - Conference on Robot Learning 2017. Mountain View, California (13.11.2017-15.11.2017)
doi: 10.26083/tuprints-00020580
Conference or Workshop Item, Secondary publication, Publisher's Version

Pajarinen, Joni ; Arenz, Oleg ; Peters, Jan ; Neumann, Gerhard (2022)
Probabilistic Approach to Physical Object Disentangling.
In: IEEE Robotics and Automation Letters, 2020, 5 (4)
doi: 10.26083/tuprints-00022927
Article, Secondary publication, Postprint

Akrour, Riad ; Pajarinen, Joni ; Peters, Jan ; Neumann, Gerhard (2022)
Projections for Approximate Policy Iteration Algorithms.
36th International Conference on Machine Learning. Long Beach, California, USA (09.06.2019-15.06.2019)
doi: 10.26083/tuprints-00020582
Conference or Workshop Item, Secondary publication, Publisher's Version

Schultheis, Matthias ; Belousov, Boris ; Abdulsamad, Hany ; Peters, Jan (2022)
Receding Horizon Curiosity.
3rd Conference on Robot Learning (CoRL 2019). Osaka, Japan (30.10.2019-01.11.2019)
doi: 10.26083/tuprints-00020578
Conference or Workshop Item, Secondary publication, Publisher's Version

Gomez-Gonzalez, Sebastian ; Nemmour, Yassine ; Schölkopf, Bernhard ; Peters, Jan (2022)
Reliable Real-Time Ball Tracking for Robot Table Tennis.
In: Robotics, 2022, 8 (4)
doi: 10.26083/tuprints-00015740
Article, Secondary publication, Publisher's Version

Tanneberg, Daniel ; Ploeger, Kai ; Rueckert, Elmar ; Peters, Jan (2022)
SKID RAW: Skill Discovery From Raw Trajectories.
In: IEEE Robotics and Automation Letters, 2022, 6 (3)
doi: 10.26083/tuprints-00020536
Article, Secondary publication, Postprint

Eilers, Christian ; Eschmann, Jonas ; Menzenbach, Robin ; Belousov, Boris ; Muratore, Fabio ; Peters, Jan (2022)
Underactuated Waypoint Trajectory Optimization for Light Painting Photography.
International Conference on Robotics and Automation (ICRA). Paris, France (31.05.2020-31.08.2020)
doi: 10.26083/tuprints-00020549
Conference or Workshop Item, Secondary publication, Postprint

Kollegger, Gerrit ; Wiemeyer, Josef ; Ewerton, Marco ; Peters, Jan (2021)
Perception and prediction of the putting distance of robot putting movements under different visual/viewing conditions.
In: PLOS ONE, 2021, 16 (4)
doi: 10.26083/tuprints-00019384
Article, Secondary publication, Publisher's Version

Koert, Dorothea ; Kircher, Maximilian ; Salikutluk, Vildan ; D'Eramo, Carlo ; Peters, Jan (2021)
Multi-Channel Interactive Reinforcement Learning for Sequential Tasks.
In: Frontiers in Robotics and AI, 2020, 7
doi: 10.26083/tuprints-00019239
Article, Secondary publication, Publisher's Version

Ewerton, Marco ; Arenz, Oleg ; Maeda, Guilherme ; Koert, Dorothea ; Kolev, Zlatko ; Takahashi, Masaki ; Peters, Jan (2019)
Learning Trajectory Distributions for Assisted Teleoperation and Path Planning.
In: Frontiers in Robotics and AI, 2019, 6
doi: 10.25534/tuprints-00009657
Article, Secondary publication, Publisher's Version

Belousov, Boris ; Peters, Jan (2019)
Entropic Regularization of Markov Decision Processes.
In: Entropy, 2019, (7)
Article, Secondary publication, Publisher's Version

Schürmann, Tim ; Mohler, Betty Jo ; Peters, Jan ; Beckerle, Philipp (2019)
How Cognitive Models of Human Body Experience Might Push Robotics.
In: Frontiers in Neurorobotics, 2019, 13
Article, Secondary publication, Publisher's Version

Ewerton, Marco ; Rother, David ; Weimar, Jakob ; Kollegger, Gerrit ; Wiemeyer, Josef ; Peters, Jan ; Maeda, Guilherme (2018)
Assisting Movement Training and Execution With Visual and Haptic Feedback.
In: Frontiers in Neurorobotics, 2018, 12
Article, Secondary publication, Publisher's Version