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06/25/2023
Provably Convergent Policy Optimization via Metric-aware Trust Region Methods
Trust-region methods based on Kullback-Leibler divergence are pervasivel...
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06/24/2023
Decision-Dependent Distributionally Robust Markov Decision Process Method in Dynamic Epidemic Control
In this paper, we present a Distributionally Robust Markov Decision Proc...
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06/24/2023
Towards Optimal Pricing of Demand Response – A Nonparametric Constrained Policy Optimization Approach
Demand response (DR) has been demonstrated to be an effective method for...
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06/04/2022
Model-Informed Generative Adversarial Network (MI-GAN) for Learning Optimal Power Flow
The optimal power flow (OPF) problem, as a critical component of power s...
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06/14/2020