Robot Learning
Reinforcement learning and representation learning for robust robot behavior.
About
I am a postdoctoral researcher in the Interactive Robot Perception and Learning Lab (PEARL) at TU Darmstadt, advised by Prof. Georgia Chalvatzaki.
My research focuses on learning-based perception and manipulation for robots operating in complex environments. I am particularly interested in how robots can reason about uncertainty, actively gather useful information, and learn robust behaviors through physical interaction.
I completed my Ph.D. in Computer Science at the Humanoid Robots Lab, University of Bonn, under the supervision of Prof. Maren Bennewitz. My dissertation is titled Learning Perception and Manipulation of Objects in Cluttered Environments.
Research
Reinforcement learning and representation learning for robust robot behavior.
View planning, semantic mapping, and uncertainty-aware action selection.
Object pushing, pick-and-place, and manipulation in cluttered scenes.
Updates
Joined the PEARL Lab at TU Darmstadt as a postdoctoral researcher.
A Robust Placeability Metric for Model-Free Unified Pick-and-Place Reasoning accepted at IROS 2026.
Successfully defended my Ph.D. at the University of Bonn.
Publications