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02/16/2023
Quantum Computing Provides Exponential Regret Improvement in Episodic Reinforcement Learning
In this paper, we investigate the problem of episodic reinforcement lear...
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11/22/2022
Online Federated Learning via Non-Stationary Detection and Adaptation amidst Concept Drift
Federated Learning (FL) is an emerging domain in the broader context of ...
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03/26/2022
Multi-Edge Server-Assisted Dynamic Federated Learning with an Optimized Floating Aggregation Point
We propose cooperative edge-assisted dynamic federated learning (CE-FL)....
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10/22/2021
Convergence Rates of Average-Reward Multi-agent Reinforcement Learning via Randomized Linear Programming
In tabular multi-agent reinforcement learning with average-cost criterio...
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02/22/2021