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Oguzhan Goktug Poyrazoglu

2 accepted papers

2026

C-Free-Uniform: A Map-Conditioned Trajectory Sampler for Model Predictive Path Integral Control

ICRA 2026poster

Trajectory sampling is a key component of sampling-based control mechanisms. Trajectory samplers rely on control input samplers, which generate control inputs u from a distribution p(u | x) where x is the current state. We introduce the notion of Free Configuration Space Uniformity (C-Free-Uniform f…

2026

Uncertainty Guided Exploratory Trajectory Optimization for Sampling-Based Model Predictive Control

ICRA 2026poster

Trajectory optimization depends heavily on initialization. In particular, sampling-based approaches are highly sensitive to initial solutions, and limited exploration frequently leads them to converge to local minima in complex environments. We present Uncertainty Guided Exploratory Trajectory Optim…