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eess.SY2026
Learning-Based Measurement-Robust Control Barrier Functions for Obstacle Avoidance under State Estimation Error
Nicholas Rober, Yixuan Jia, Jonathan P. How
Safety filters are an effective tool for enforcing constraints in safety-critical systems, but most existing methods assume perfect state information, which is rarely available in…
eess.SY2026
GUARDIAN: Safety Filtering for Systems with Perception Models Under Adversarial Attack
Nicholas Rober, Alex Rose, Jonathan P. How
Safety filtering is an effective method for enforcing constraints in safety-critical systems, but existing methods typically assume perfect state information. This limitation is es…