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Ivan D. Jimenez Rodriguez

2 accepted papers

2022

Self-Supervised Online Learning for Safety-Critical Control using Stereo Vision

ICRA 2022poster

With the increasing prevalence of complex vision-based sensing methods for use in obstacle identification and state estimation, characterizing environment-dependent measurement errors has become a difficult and essential part of modern robotics. This paper presents a self-supervised learning approac…

Cited by 17SourceScholar
2021

Learning to Control an Unstable System with One Minute of Data: Leveraging Gaussian Process Differentiation in Predictive Control

IROS 2021poster

We present a straightforward and efficient way to control unstable robotic systems using an estimated dynamics model. Specifically, we show how to exploit the differentiability of Gaussian Processes to create a state-dependent linearized approximation of the true continuous dynamics that can be inte…

Cited by 3SourcecodeScholar