Search Results for author: Arash Givchi

Found 4 papers, 0 papers with code

Distributionally-Constrained Policy Optimization via Unbalanced Optimal Transport

no code implementations15 Feb 2021 Arash Givchi, Pei Wang, Junqi Wang, Patrick Shafto

We consider constrained policy optimization in Reinforcement Learning, where the constraints are in form of marginals on state visitations and global action executions.

reinforcement-learning Reinforcement Learning (RL)

Learning a manifold from a teacher's demonstrations

no code implementations10 Oct 2019 Pei Wang, Arash Givchi, Patrick Shafto

We consider the problem of learning a manifold from a teacher's demonstration.

Topological Data Analysis

Optimal Cooperative Inference

no code implementations24 May 2017 Scott Cheng-Hsin Yang, Yue Yu, Arash Givchi, Pei Wang, Wai Keen Vong, Patrick Shafto

Cooperative transmission of data fosters rapid accumulation of knowledge by efficiently combining experiences across learners.

BIG-bench Machine Learning

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