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2020 – today
- 2024
[j4]Thomas Hickling
, Abdelhafid Zenati, Nabil Aouf, Phillippa Spencer:
Explainability in Deep Reinforcement Learning: A Review into Current Methods and Applications. ACM Comput. Surv. 56(5): 125:1-125:35 (2024)- [j3]Javier Carnerero-Cano, Luis Muñoz-González, Phillippa Spencer, Emil C. Lupu:
Hyperparameter Learning Under Data Poisoning: Analysis of the Influence of Regularization via Multiobjective Bilevel Optimization. IEEE Trans. Neural Networks Learn. Syst. 35(11): 16008-16022 (2024) - 2023
- [j2]Thomas Hickling, Nabil Aouf, Phillippa Spencer:
Robust Adversarial Attacks Detection Based on Explainable Deep Reinforcement Learning for UAV Guidance and Planning. IEEE Trans. Intell. Veh. 8(10): 4381-4394 (2023) - [i5]Javier Carnerero-Cano, Luis Muñoz-González, Phillippa Spencer, Emil C. Lupu:
Hyperparameter Learning under Data Poisoning: Analysis of the Influence of Regularization via Multiobjective Bilevel Optimization. CoRR abs/2306.01613 (2023) - 2022
- [c1]Maxwell Hogan, Nabil Aouf, Phillippa Spencer, Jay Almond:
Explainable Object Detection for Uncrewed Aerial Vehicles using KernelSHAP. ICARSC 2022: 136-141 - [i4]Thomas Hickling, Nabil Aouf, Phillippa Spencer:
Robust Adversarial Attacks Detection based on Explainable Deep Reinforcement Learning For UAV Guidance and Planning. CoRR abs/2206.02670 (2022) - [i3]Thomas Hickling, Abdelhafid Zenati, Nabil Aouf, Phillippa Spencer:
Explainability in Deep Reinforcement Learning, a Review into Current Methods and Applications. CoRR abs/2207.01911 (2022) - 2021
- [j1]Ashleigh C. Myall, Simon Perkins, David Rushton, Jonathan David, Phillippa Spencer, Andrew R. Jones, Philipp Antczak:
An OMICs-based meta-analysis to support infection state stratification. Bioinform. 37(16): 2347-2355 (2021) - [i2]Javier Carnerero-Cano, Luis Muñoz-González, Phillippa Spencer, Emil C. Lupu:
Regularization Can Help Mitigate Poisoning Attacks... with the Right Hyperparameters. CoRR abs/2105.10948 (2021) - 2020
- [i1]Javier Carnerero-Cano, Luis Muñoz-González, Phillippa Spencer, Emil C. Lupu:
Regularisation Can Mitigate Poisoning Attacks: A Novel Analysis Based on Multiobjective Bilevel Optimisation. CoRR abs/2003.00040 (2020)
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