Search Results for author: Aleksandar Milenovic

Found 3 papers, 1 papers with code

UCB-driven Utility Function Search for Multi-objective Reinforcement Learning

1 code implementation1 May 2024 Yucheng Shi, Alexandros Agapitos, David Lynch, Giorgio Cruciata, Hao Wang, Yayu Yao, Aleksandar Milenovic

In Multi-objective Reinforcement Learning (MORL) agents are tasked with optimising decision-making behaviours that trade-off between multiple, possibly conflicting, objectives.

Decision Making Multi-Objective Reinforcement Learning +1

Continual Model-based Reinforcement Learning for Data Efficient Wireless Network Optimisation

no code implementations30 Apr 2024 Cengis Hasan, Alexandros Agapitos, David Lynch, Alberto Castagna, Giorgio Cruciata, Hao Wang, Aleksandar Milenovic

We present a method that addresses the pain point of long lead-time required to deploy cell-level parameter optimisation policies to new wireless network sites.

Model-based Reinforcement Learning

Offline Contextual Bandits for Wireless Network Optimization

no code implementations11 Nov 2021 Miguel Suau, Alexandros Agapitos, David Lynch, Derek Farrell, Mingqi Zhou, Aleksandar Milenovic

The explosion in mobile data traffic together with the ever-increasing expectations for higher quality of service call for the development of AI algorithms for wireless network optimization.

Computational Efficiency Multi-Armed Bandits

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