Regular biography
Armin Lederer is an Assistant Professor in the Department of Electrical Engineering at the National University of Singapore. His research interests are not explicitly detailed in the provided information. He can be contacted via email at armin.lederer@nus.edu.sg, and his professional profile is available at https://cde.nus.edu.sg/ece/staff/armin-lederer/.
Scholar-generated biography
Armin Lederer's research focuses on Learning Control, Gaussian Processes, Robotics, and Machine Learning. His work explores the application of Gaussian process regression in safety-critical control systems, emphasizing uniform error bounds and posterior variance analysis. He investigates methods for stable Gaussian process state space models and distributed learning consensus control for multi-agent systems. His publications also address the impact of data on control stability and the development of uncertainty-aware motion planning techniques. Lederer's research bridges probabilistic modeling with real-time learning, aiming to enhance the reliability and performance of learning-based control systems in robotics and dynamic environments.