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Context-Based Meta Reinforcement Learning for Robust and Adaptable Peg-in-Hole Assembly Tasks

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dengler

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deheuvel

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dawood

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Roshdi

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Shokry

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Handling Sparse Rewards in Reinforcement Learning Using Model Predictive Control

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Subgoal-Driven Navigation in Dynamic Environments Using Attention-Based Deep Reinforcement Learning

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Learning Depth Vision-Based Personalized Robot Navigation From Dynamic Demonstrations in Virtual Reality

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Spatiotemporal Attention Enhances Lidar-Based Robot Navigation in Dynamic Environments

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Enhanced Spatial Attention Graph for Motion Planning in Crowded, Partially Observable Environments

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Deep Reinforcement Learning for Next-Best-View Planning in Agricultural Applications

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Sensor-Based Navigation Using Hierarchical Reinforcement Learning

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Learning Personalized Human-Aware Robot Navigation Using Virtual Reality Demonstrations from a User Study

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Learning Goal-Directed Non-Prehensile Pushing in Cluttered Scenes

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The Pitfall of More Powerful Autoencoders in Lidar-Based Navigation

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Penalized Bootstrapping for Reinforcement Learning in Robot Control.

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DEEP REINFORCEMENT LEARNING FOR NAVIGATION IN CLUTTERED ENVIRONMENTS

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Ensemble Policies for Diverse Query-Generation in Preference Alignment of Robot Navigation

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Learning Goal-Directed Object Pushing in Cluttered Scenes with Location-Based Attention

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Interactive Shaping of Granular Media Using Reinforcement Learning

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Compact Multi-Object Placement Using Adjacency-Aware Reinforcement Learning

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Safe Multi-Agent Reinforcement Learning for Behavior-Based Cooperative Navigation

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Viewpoint Push Planning for Mapping of Unknown Confined Spaces

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Efficient Manipulation-Enhanced Semantic Mapping With Uncertainty-Informed Action Selection

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Contact:

Prof. Dr. Maren Bennewitz
Humanoid Robots Lab
University of Bonn
Friedrich-Hirzebruch-Allee 8
53115 Bonn

Tel.: +49 (0) 228 73-54164
Secr.: +49 (0) 228 73-4422
Fax.: +49 (0) 228 73-4425
Email: maren_at_cs.uni-bonn.de

Office: 2.022

University of Bonn
Institute for Computer Science
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