Markus Kuderer
Papers
8
Total Citations
453
H-Index
6
About
Markus Kuderer is a leading researcher in socially compliant robot navigation, a field at the intersection of robotics, artificial intelligence, and human-robot interaction. His work focuses on enabling mobile robots to predict and adapt to human movement, allowing them to navigate crowded environments in a safe and socially acceptable manner. Kuderer’s most influential contribution is his feature-based trajectory prediction approach (210 citations), which allows robots to anticipate pedestrian paths by reasoning about entire movement trajectories rather than just instantaneous positions. This foundational work has been widely adopted in autonomous navigation systems. He further advanced the field by developing methods for learning cooperative navigation behaviors from demonstrations (79 citations), enabling robots to understand and mimic the subtle dynamics of human-human interactions in shared spaces. Kuderer also pioneered techniques for teaching mobile robots flexible navigation policies (55 citations) and generating homotopically distinct paths for obstacle avoidance (42 citations). His research has been instrumental in moving beyond purely reactive navigation toward proactive, socially aware robot behavior, with direct applications in service robotics, assistive wheelchairs, and autonomous vehicles.
Research Focus
Key Achievements
Top Papers
- 1Feature-Based Prediction of Trajectories for Socially Compliant Navigation210 citations · 2012
- 2Learning to predict trajectories of cooperatively navigating agents79 citations · 2014
- 3Teaching mobile robots to cooperatively navigate in populated environments55 citations · 2013
- 4Feature-Based Prediction of Trajectories for Socially Compliant Navigation44 citations · 2013
- 5Online generation of homotopically distinct navigation paths42 citations · 2014
- 6An Approach to Socially Compliant Leader Following for Mobile Robots17 citations · 2014
- 7
- 8Robust model predictive control with least favorable measurements2 citations · 2010