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Lander Vanroye

2 accepted papers

2026

Accelerated Multi-Modal Motion Planning Using Context-Conditioned Diffusion Models

ICRA 2026poster

Classical methods in robot motion planning, such as sampling-based and optimization-based methods, often struggle with scalability towards higher-dimensional state spaces and complex environments. Diffusion models, known for their capability to learn complex, high-dimensional and multi-modal data di…

2023

FATROP: A Fast Constrained Optimal Control Problem Solver for Robot Trajectory Optimization and Control

IROS 2023poster

Trajectory optimization is a powerful tool for robot motion planning and control. State-of-the-art general-purpose nonlinear programming solvers are versatile, handle constraints effectively and provide a high numerical robustness, but they are slow because they do not fully exploit the optimal cont…

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