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cs.LG2024★ 1 cited
Generalising Battery Control in Net-Zero Buildings via Personalised Federated RL
Nicolas M Cuadrado Avila, Samuel Horváth, Martin Takáč
This work studies the challenge of optimal energy management in building-based microgrids through a collaborative and privacy-preserving framework. We evaluated two common RL algor…
math.OC2024
Methods with Local Steps and Random Reshuffling for Generally Smooth Non-Convex Federated Optimization
Yury Demidovich, Petr Ostroukhov, Grigory Malinovsky +4
Non-convex Machine Learning problems typically do not adhere to the standard smoothness assumption. Based on empirical findings, Zhang et al. (2020b) proposed a more realistic gene…