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Model Predictive Path Integral Control as Preconditioned Gradient Descent

Fazlyab, Mahyar et al.
arXiv (All) · Papers
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optimization-and-controlsystems-and-control
Model Predictive Path Integral (MPPI) control is a widely used sampling-based method for trajectory optimization, yet its convergence properties remain only partially understood. This paper provides a direct convergence analysis using variational optimization. By lifting constrained trajectory optim
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