Search Results for author: Min Wen

Found 5 papers, 1 papers with code

Algorithms for Fairness in Sequential Decision Making

1 code implementation24 Jan 2019 Min Wen, Osbert Bastani, Ufuk Topcu

It has recently been shown that if feedback effects of decisions are ignored, then imposing fairness constraints such as demographic parity or equality of opportunity can actually exacerbate unfairness.

Decision Making Fairness

Constrained Cross-Entropy Method for Safe Reinforcement Learning

no code implementations NeurIPS 2018 Min Wen, Ufuk Topcu

We show that the asymptotic behavior of the proposed algorithm can be almost-surely described by that of an ordinary differential equation.

reinforcement-learning Reinforcement Learning (RL) +1

Environment-Independent Task Specifications via GLTL

no code implementations14 Apr 2017 Michael L. Littman, Ufuk Topcu, Jie Fu, Charles Isbell, Min Wen, James Macglashan

We propose a new task-specification language for Markov decision processes that is designed to be an improvement over reward functions by being environment independent.

reinforcement-learning Reinforcement Learning (RL)

Correct-by-synthesis reinforcement learning with temporal logic constraints

no code implementations5 Mar 2015 Min Wen, Ruediger Ehlers, Ufuk Topcu

We establish both correctness (with respect to the temporal logic specifications) and optimality (with respect to the a priori unknown performance criterion) of this two-step technique for a fragment of temporal logic specifications.

Motion Planning Q-Learning +2

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