Graph Reinforcement Learning for Combinatorial Optimization: A Survey
and Unifying Perspective
Darvariu, V Hailes, S Musolesi, M (09 Apr 2024) http://arxiv.org/abs/2404.06492v2
Reinforcement Learning Discovers Efficient Decentralized Graph Path
Search Strategies
Pisacane, A Darvariu, V Musolesi, M (12 Sep 2024) http://arxiv.org/abs/2409.07932v2
Tree search in DAG space with model-based reinforcement learning for causal discovery
Darvariu, V Hailes, S Musolesi, M Proceedings of the Royal Society A: Mathematical, Physical and Engineering Sciences volume 481 issue 2312 (16 Apr 2025)
Reinforcement learning discovers efficient decentralized graph path search strategies
Pisacane, A Darvariu, V Musolesi, M Proceedings of the Third Learning on Graphs Conference 7:1-7:14 (26 Nov 2024)
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)
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)
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)
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)
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