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Massimiliano De Sa

2 accepted papers

2026

CBF-RL: Safety Filtering Reinforcement Learning in Training with Control Barrier Functions

ICRA 2026poster

Reinforcement learning (RL), while powerful and expressive, can often prioritize performance at the expense of safety. Yet safety violations can lead to catastrophic outcomes in real-world deployments. Control Barrier Functions (CBFs) offer a principled method to enforce dynamic safety—traditionally…

2024

Point Cloud-Based Control Barrier Function Regression for Safe and Efficient Vision-Based Control

ICRA 2024poster

Control barrier functions have become an increasingly popular framework for safe real-time control. In this work, we present a computationally low-cost framework for synthesizing barrier functions over point cloud data for safe vision-based control. We take advantage of surface geometry to locally d…

Cited by 9SourceScholar