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Sriram Somasundaram

2 accepted papers

2019

Composing Complex Skills by Learning Transition Policies

ICLR 2019poster

Humans acquire complex skills by exploiting previously learned skills and making transitions between them. To empower machines with this ability, we propose a method that can learn transition policies which effectively connect primitive skills to perform sequential tasks without handcrafted rewards.…

2018

Neural Program Synthesis from Diverse Demonstration Videos

ICML 2018oral

Interpreting decision making logic in demonstration videos is key to collaborating with and mimicking humans. To empower machines with this ability, we propose a neural program synthesizer that is able to explicitly synthesize underlying programs from behaviorally diverse and visually complicated de…