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Matt Corsaro

2 accepted papers

2023

Effectively Learning Initiation Sets in Hierarchical Reinforcement Learning

NeurIPS 2023poster

An agent learning an option in hierarchical reinforcement learning must solve three problems: identify the option's subgoal (termination condition), learn a policy, and learn where that policy will succeed (initiation set). The termination condition is typically identified first, but the option poli…

Cited by 3SourcePDFScholar
2021

Learning to Detect Multi-Modal Grasps for Dexterous Grasping in Dense Clutter

IROS 2021poster

We propose an approach to multi-modal grasp detection that jointly predicts the probabilities that several types of grasps succeed at a given grasp pose. Given a partial point cloud of a scene, the algorithm proposes a set of feasible grasp candidates, then estimates the probabilities that a grasp o…

Cited by 12SourceScholar