David Boyle

Associate Professor, Imperial College London, Imperial College London

Joined

June 2022

Names

David Boyle (Preferred)

Emails

****@imperial.ac.uk (Confirmed)

Personal Links

Career & Education History

Associate Professor

Imperial College London, Imperial College London (imperial.ac.uk)

2021 – Present

Assistant Professor

Imperial College London, Imperial College London (imperial.ac.uk)

2018 – 2021

Postdoc

Imperial College London, Imperial College London (imperial.ac.uk)

2012 – 2018

Advisors, Relations & Conflicts

No relations added

Expertise

No areas of expertise listed

Publications

Explainable Reinforcement and Causal Learning for Improving Trust to 6G Stakeholders
Miguel Arana-Catania, Amir Sonee, Abdul-Manan KHAN, Kavan Fatehi, Yun Tang, Bailu Jin, Anna Soligo, David Boyle, Radu Calinescu, Poonam Yadav, Hamed Ahmadi, Antonios Tsourdos, Weisi Guo, Alessandra Russo
- IEEE Open Journal of Communication Society
- Readers: Everyone
Inducing, Detecting and Characterising Neural Modules: A Pipeline for Functional Interpretability in Reinforcement Learning
Anna Soligo, Pietro Ferraro, David Boyle
- ICML 2025 poster
- Readers: Everyone
Probabilistic Constrained Reinforcement Learning with Formal Interpretability
YANRAN WANG, QIUCHEN QIAN, David Boyle
- ICML 2024 Poster
- Readers: Everyone
Constrained Reinforcement Learning as Wasserstein Variational Inference: Formal Methods for Interpretability
YANRAN WANG, David Boyle
- Submitted to ICLR 2024
- Readers: Everyone
Paralinguistic Privacy Protection at the Edge
Ranya Aloufi, Hamed Haddadi, David Boyle
- Published: 01 Jan 2023, Last Modified: 17 May 2023
- ACM Trans. Priv. Secur. 2023
- Readers: Everyone
Multi-Agent Reinforcement Learning with Action Masking for UAV-enabled Mobile Communications
Danish Rizvi, David Boyle
- Published: 01 Jan 2023, Last Modified: 17 May 2023
- CoRR 2023
- Readers: Everyone
Trustworthy Reinforcement Learning for Quadrotor UAV Tracking Control Systems
Yanran Wang, David E. Boyle
- Published: 01 Jan 2023, Last Modified: 17 May 2023
- CoRR 2023
- Readers: Everyone
QuaDUE-CCM: Interpretable Distributional Reinforcement Learning using Uncertain Contraction Metrics for Precise Quadrotor Trajectory Tracking
YANRAN WANG, James O'Keeffe, QIUCHEN QIAN, David Boyle
- Published: 10 Sept 2022, Last Modified: 05 May 2023
- CoRL 2022 Poster
- Readers: Everyone
Locally Authenticated Privacy-preserving Voice Input
Ranya Aloufi, Andreas Nautsch, Hamed Haddadi, David Boyle
- Published: 01 Jan 2022, Last Modified: 12 May 2023
- CoRR 2022
- Readers: Everyone
Minimally Invasive Online Water Monitor
Andrew S. Holmes, Michail E. Kiziroglou, S. K. E. Yang, C. Yuan, David E. Boyle, D. M. Lincoln, J. D. J. McCabe, Paul Szasz, S. C. Keeping, D. R. Williams, Eric M. Yeatman
- Published: 01 Jan 2022, Last Modified: 17 May 2023
- IEEE Internet Things J. 2022
- Readers: Everyone

View all 67 publications

Co-Authors

View all 82 co-authors