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Kara Liu

2 accepted papers

2020

Hallucinative Topological Memory for Zero-Shot Visual Planning

ICML 2020poster

In visual planning (VP), an agent learns to plan goal-directed behavior from observations of a dynamical system obtained offline, e.g., images obtained from self-supervised robot interaction. Most previous works on VP approached the problem by planning in a learned latent space, resulting in low-qua…

2019

Learning Robotic Manipulation through Visual Planning and Acting

RSS 2019poster

Planning for robotic manipulation requires reasoning about the changes a robot can affect on objects. When such interactions can be modelled analytically, as in domains with rigid objects, efficient planning algorithms exist. However, in both domestic and industrial domains, the objects of interest…

Cited by 158SourcePDFScholar