A Functional Perspective on Machine Learning via Programmable Induction and Abduction
Cheung, S Darvariu, V Ghica, D Muroya, K Rowe, R Lecture Notes in Computer Science volume 10818 84-98 (24 Apr 2018) doi:10.1007/978-3-319-90686-7_6
Quantifying the Relationships between Everyday Objects and Emotional States through Deep Learning Based Image Analysis Using Smartphones
Darvariu, V Convertino, L Mehrotra, A Musolesi, M Proceedings of the ACM on Interactive Mobile Wearable and Ubiquitous Technologies volume 4 issue 1 1-21 (18 Mar 2020) doi:10.1145/3380997
Solving Graph-based Public Good Games with Tree Search and Imitation Learning
Darvariu, V Hailes, S Musolesi, M Advances in Neural Information Processing Systems volume 3 1739-1751 (01 Jan 2021)
GRAPH Reinforcement Learning for Operator Selection in the ALNS Metaheuristic
Johnn, S Darvariu, V Handl, J Kalcsics, J Communications in Computer and Information Science volume 1824 200-212 (27 May 2023) doi:10.1007/978-3-031-34020-8_15
Dynamic Network Reconfiguration for Entropy Maximization using Deep Reinforcement Learning
Doorman, C Darvariu, V Hailes, S Musolesi, M Proceedings of Machine Learning Research volume 198 (01 Jan 2022)
RLQ: Workload Allocation With Reinforcement Learning in Distributed Queues
Staffolani, A Darvariu, V Bellavista, P Musolesi, M IEEE Transactions on Parallel and Distributed Systems volume 34 issue 3 856-868 (05 Jan 2023) doi:10.1109/tpds.2022.3231981
PRORL: Proactive Resource Orchestrator for Open RANs Using Deep Reinforcement Learning
Staffolani, A Darvariu, V Foschini, L Girolami, M Bellavista, P Foschini, M IEEE Transactions on Network and Service Management volume 21 issue 4 3933-3944 (01 Aug 2024) doi:10.1109/tnsm.2024.3373606
Goal-directed graph construction using reinforcement learning
Darvariu, V Hailes, S Musolesi, M Proceedings of the Royal Society A volume 477 issue 2254 20210168 (27 Oct 2021) doi:10.1098/rspa.2021.0168
Planning spatial networks with Monte Carlo tree search
Darvariu, V Hailes, S Musolesi, M Proceedings of the Royal Society A volume 479 issue 2269 20220383 (11 Jan 2023) doi:10.1098/rspa.2022.0383
A Graph Reinforcement Learning Framework for Neural Adaptive Large Neighbourhood Search
Johnn, S Darvariu, V Handl, J Kalcsics, J Computers & Operations Research volume 172 106791 (Dec 2024) doi:10.1016/j.cor.2024.106791
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