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Jonas Kuckling

3 accepted papers

2026

Generative Adversarial Imitation Learning for Robot Swarms: Learning from Human Demonstrations and Trained Policies

ICRA 2026poster

In imitation learning, robots are supposed to learn from demonstrations of the desired behavior. Most of the work in imitation learning for swarm robotics provides the demonstrations as rollouts of an existing policy. In this work, we provide a framework based on generative adversarial imitation lea…

2024

Do We Run Large-scale Multi-Robot Systems on the Edge? More Evidence for Two-Phase Performance in System Size Scaling

ICRA 2024poster

With increasing numbers of mobile robots arriving in real-world applications, more robots coexist in the same space, interact, and possibly collaborate. Methods to provide such systems with system size scalability are known, for example, from swarm robotics. Example strategies are self-organizing be…

Cited by 5SourceScholar
2023

Show me What you want: Inverse Reinforcement Learning to Automatically Design Robot Swarms by Demonstration

ICRA 2023poster

Automatic design is a promising approach to generating control software for robot swarms. So far, automatic design has relied on mission-specific objective functions to specify the desired collective behavior. In this paper, we explore the possibility to specify the desired collective behavior via d…

Cited by 15SourceScholar