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Decision Frequency Adaptation in Reinforcement Learning Using Continuous Options with Open-Loop Policies

2023
In classic reinforcement learning(RL) for continuous control, agents make decisions at discrete and fixed time intervals. The duration between decisions becomes a crucial hyperparameter. Setting it too short may increase the problem’s difficulty by requiring the agent to make numerous decisions to achieve its goal, while setting it too long can result ...
openaire   +1 more source

Unifying Plan-Space Value-Based Approximate Dynamic Programming Policies and Open Loop Feedback Control

AIAA Infotech@Aerospace Conference, 2009
We examine the complementary strengths of value function based policy learning and guided search. Our work unifies rollout based open-loop feedback control (outlined by Bertsekas 2 ) and plan-space approximate dynamic programming (studied by Boyan 3 ). We exploit the strengths of this unified space by finding a natural order and metric for considering ...
Lawrence Bush   +2 more
openaire   +1 more source

Closed and Open Loop Oil Taxation Policies in New Mexico

SSRN Electronic Journal, 2023
Saeed Langarudi   +2 more
openaire   +1 more source

Asymptotic Optimality of Open-Loop Policies in Lost-Sales Inventory Models with Stochastic Lead Times

SSRN Electronic Journal, 2023
Xingyu Bai   +3 more
openaire   +1 more source

How can hospitals change practice to better implement smoking cessation interventions? A systematic review

Ca-A Cancer Journal for Clinicians, 2022
Anna Ugalde   +2 more
exaly  

Government Intervention Decision for Trade-In Open-Loop Supply Chains Considering Policy Combinations

2025 13th International Conference on Traffic and Logistic Engineering (ICTLE)
Wenyan Pei, Yipeng Li
openaire   +1 more source

Equitably improving outcomes for cancer survivors and supporting caregivers: A blueprint for care delivery, research, education, and policy

Ca-A Cancer Journal for Clinicians, 2019
Catherine M Alfano   +2 more
exaly  

Economic performance of pyrolysis of mixed plastic waste: Open-loop versus closed-loop recycling

Journal of Cleaner Production, 2020
Macarena Larrain   +2 more
exaly  

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