Estimating Individual Treatment Effects using Non-Parametric Regression Models: a Review. - Alberto Caron; Ioanna Manolopoulou; Gianluca Baio (CoRR, 2020)

Sparse Bayesian Causal Forests for Heterogeneous Treatment Effects Estimation. - Alberto Caron; Gianluca Baio; Ioanna Manolopoulou (CoRR, 2021)

Interpretable Deep Causal Learning for Moderation Effects. - Alberto Caron; Gianluca Baio; Ioanna Manolopoulou (CoRR, 2022)

Counterfactual Learning with Multioutput Deep Kernels. - Alberto Caron; Ioanna Manolopoulou; Gianluca Baio (Trans. Mach. Learn. Res., 2022)

Shrinkage Bayesian Causal Forests for Heterogeneous Treatment Effects Estimation. - Alberto Caron; Gianluca Baio; Ioanna Manolopoulou (J. Comput. Graph. Stat., 2022)

Structure Learning with Adaptive Random Neighborhood Informed MCMC. - Xitong Liang; Alberto Caron; Samuel Livingstone; Jim E. Griffin (NeurIPS, 2023)

Inherently Interpretable and Uncertainty-Aware Models for Online Learning in Cyber-Security Problems. - Benjamin Kolicic; Alberto Caron; Vasilios Mavroudis; Chris Hicks (ACSAC Workshops, 2024)

Entity-based Reinforcement Learning for Autonomous Cyber Defence. - Isaac Symes Thompson; Alberto Caron; Chris Hicks; Vasilios Mavroudis (AutonomousCyber@CCS, 2024)

A View on Out-of-Distribution Identification from a Statistical Testing Theory Perspective. - Alberto Caron; Chris Hicks; Vasilios Mavroudis (CoRR, 2024)

On Efficient Bayesian Exploration in Model-Based Reinforcement Learning. - Alberto Caron; Vasilios Mavroudis; Chris Hicks (Trans. Mach. Learn. Res., 2025)

Guidelines for Applying RL and MARL in Cybersecurity Applications. - Vasilios Mavroudis; Gregory Palmer; Sara Farmer; Kez Smithson Whitehead; David Foster; Adam Price; Ian Miles; Alberto Caron; Stephen Pasteris (CoRR, 2025)

Towards Causal Model-Based Policy Optimization. - Alberto Caron; Vasilios Mavroudis; Chris Hicks (CoRR, 2025)

Beyond Training-time Poisoning: Component-level and Post-training Backdoors in Deep Reinforcement Learning. - Sanyam Vyas; Alberto Caron; Chris Hicks; Pete Burnap; Vasilios Mavroudis (CoRR, 2025)