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Carmel Rabinovitz

2 accepted papers

2024

A Bayesian Approach to Online Planning

ICML 2024poster

The combination of Monte Carlo tree search and neural networks has revolutionized online planning. As neural network approximations are often imperfect, we ask whether uncertainty estimates about the network outputs could be used to improve planning. We develop a Bayesian planning approach that faci…

2021

Unsupervised Feature Learning for Manipulation with Contrastive Domain Randomization

ICRA 2021poster

Robotic tasks such as manipulation with visual inputs require image features that capture the physical properties of the scene, e.g., the position and configuration of objects. Recently, it has been suggested to learn such features in an unsupervised manner from simulated, self-supervised, robot int…

Cited by 3SourcecodeScholar