Lukas Brunke

University of Toronto, Technical University of Munich

Papers

7

Total Citations

731

H-Index

5

About

Lukas Brunke is a robotics and control researcher whose work sits at the intersection of safe learning-based control, reinforcement learning, and autonomous systems. He is best known for his landmark 2022 survey, "Safe Learning in Robotics," which has accumulated over 650 citations and stands as a definitive reference for researchers navigating the rapidly expanding landscape of safety-aware machine learning in real-world robotic deployments. Complementing this, Brunke co-developed Safe-Control-Gym, a unified benchmarking suite that has become a valuable community resource for evaluating safe reinforcement learning algorithms, reflecting his commitment to reproducible and rigorous science — a theme further underscored by his research into the impact of open-sourcing code in academic publications. His technical contributions span robust adaptive model predictive control for unmanned aerial vehicles, semantic scene understanding for safe robot manipulation, and innovative applications of large language models in swarm drone choreography through Swarm-GPT. His more recent work on remote sim-to-real transfer highlights a growing focus on accessible robotics education and benchmarking infrastructure. Across these diverse contributions, Brunke consistently bridges theoretical safety guarantees with practical deployment challenges, making him a notable emerging voice in both the robotics and safe AI communities.

Research Focus

Key Achievements

5
H-Index
7
Papers
731
Total Citations
104
Avg Citations/Paper
🏆 Most Cited Paper
Safe Learning in Robotics: From Learning-Based Control to Safe Reinforcement Learning
654 citations · 2022
📈 Most Prolific Year: 2022 (2 Papers)
🤝 Key Collaborators: 23
🏛 Institutions: University of Toronto, Technical University of Munich

Top Papers

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Key Collaborators

Contact & Links

Available for collaboration
Content generated · 14 days ago