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cs.RO2025
Accelerated Multi-Modal Motion Planning Using Context-Conditioned Diffusion Models
Edward Sandra, Lander Vanroye, Dries Dirckx +3
Classical methods in robot motion planning, such as sampling-based and optimization-based methods, often struggle with scalability towards higher-dimensional state spaces and compl…
math.OC2025
Decoupling Collision Avoidance in and for Optimal Control using Least-Squares Support Vector Machines
Dries Dirckx, Wilm Decré, Jan Swevers
This paper details an approach to linearise differentiable but non-convex collision avoidance constraints tailored to convex shapes. It revisits introducing differential collision…