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20242026
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cs.RO2026

Exact Signed-Distance Control Barrier Functions via Minkowski Operations for Safe Navigation among Polytopes

Yi-Hsuan Chen, Shuo Liu, Wei Xiao +2

Safely navigating polytopic environments while respecting the dynamics, control, and exact geometry of the underlying system is a challenge in robotics. Control barrier functions (…

cs.RO2026

Grasp Execution Without a Planner: Configuration-Space Grasp Distance Fields with Certified Safety & Guaranteed Quality

Clinton Enwerem, John S. Baras, Calin Belta

Mainstream plan-then-track approaches to multifingered grasp execution entail selecting a grasp, planning a collision-free trajectory, and tracking the resulting trajectory via a f…

cs.RO2026

FIRMGrasp: A Friction-Informed Risk Margin for Robust Grasp Synthesis

Clinton Enwerem, John S. Baras, Calin Belta

Classical grasp quality metrics assume one deterministic friction coefficient and therefore cannot assess whether a grasp maintains force closure across plausible friction values.…

cs.RO2026

Iterative Convex Optimization with Control Barrier Functions for Obstacle Avoidance among Polytopes

Shuo Liu, Zhe Huang, Calin A. Belta

Obstacle avoidance of polytopic obstacles by polytopic robots is a challenging problem in optimization-based control and trajectory planning. Many existing methods rely on smooth g…

cs.RO2026

EquiDexFlow: Contact-Grounded SE(3)-Equivariant Dexterous Grasp Generative Flows

Clinton Enwerem, John S. Baras, Calin Belta

Most learned dexterous grasp generators relegate contact forces to a downstream verification step, so a kinematically-plausible pose can still violate the conditions for a stable p…

cs.RO2026

Variational Neural Belief Parameterizations for Robust Dexterous Grasping under Multimodal Uncertainty

Clinton Enwerem, Shreya Kalyanaraman, John S. Baras +1

Contact variability, sensing uncertainty, and external disturbances make grasp execution stochastic. Expected-quality objectives ignore tail outcomes and often select grasps that f…