Mathematical Institute

Dynamic Network Reconfiguration for Entropy Maximization using Deep
Reinforcement Learning

Doorman, C Darvariu, V Hailes, S Musolesi, M (26 May 2022) http://arxiv.org/abs/2205.13578v2

Graph Reinforcement Learning for Operator Selection in the ALNS
Metaheuristic

Johnn, S Darvariu, V Handl, J Kalcsics, J (28 Feb 2023) http://arxiv.org/abs/2302.14678v1

Trust-based Consensus in Multi-Agent Reinforcement Learning Systems

Fung, H Darvariu, V Hailes, S Musolesi, M (25 May 2022) http://arxiv.org/abs/2205.12880v2

Graph Neural Modeling of Network Flows

Darvariu, V Hailes, S Musolesi, M (12 Sep 2022) http://arxiv.org/abs/2209.05208v3

Tree Search in DAG Space with Model-based Reinforcement Learning for
Causal Discovery

Darvariu, V Hailes, S Musolesi, M (20 Oct 2023) http://arxiv.org/abs/2310.13576v2

Large Language Models are Effective Priors for Causal Graph Discovery

Darvariu, V Hailes, S Musolesi, M (22 May 2024) http://arxiv.org/abs/2405.13551v1

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)

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