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10/10/2022
Deep Reinforcement Learning Based Joint Downlink Beamforming and RIS Configuration in RIS-aided MU-MISO Systems Under Hardware Impairments and Imperfect CSI
We investigate the joint transmit beamforming and reconfigurable intelli...
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10/01/2022
Deep Intrinsically Motivated Exploration in Continuous Control
In continuous control, exploration is often performed through undirected...
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09/01/2022
Actor Prioritized Experience Replay
A widely-studied deep reinforcement learning (RL) technique known as Pri...
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08/01/2022
Off-Policy Correction for Actor-Critic Algorithms in Deep Reinforcement Learning
Compared to on-policy policy gradient techniques, off-policy model-free ...
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07/27/2022
Safe and Robust Experience Sharing for Deterministic Policy Gradient Algorithms
Learning in high dimensional continuous tasks is challenging, mainly whe...
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11/12/2021
AWD3: Dynamic Reduction of the Estimation Bias
Value-based deep Reinforcement Learning (RL) algorithms suffer from the ...
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11/02/2021
Off-Policy Correction for Deep Deterministic Policy Gradient Algorithms via Batch Prioritized Experience Replay
The experience replay mechanism allows agents to use the experiences mul...
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09/24/2021
Parameter-Free Deterministic Reduction of the Estimation Bias in Continuous Control
Approximation of the value functions in value-based deep reinforcement l...
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09/22/2021