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Siddharth Girdhar

2 accepted papers

2023

SCALE: Causal Learning and Discovery of Robot Manipulation Skills using Simulation

CoRL 2023poster

We propose SCALE, an approach for discovering and learning a diverse set of interpretable robot skills from a limited dataset. Rather than learning a single skill which may fail to capture all the modes in the data, we first identify the different modes via causal reasoning and learn a separate skil…

Cited by 9SourceScholar
2021

Causal Reasoning in Simulation for Structure and Transfer Learning of Robot Manipulation Policies

ICRA 2021poster

We present CREST, an approach for causal reasoning in simulation to learn the relevant state space for a robot manipulation policy. Our approach conducts interventions using internal models, which are simulations with approximate dynamics and simplified assumptions. These interventions elicit the st…

Cited by 48SourceScholar