Angelos Filos

Publications by Year

Research Areas

Reinforcement Learning in Robotics, Adversarial Robustness in Machine Learning, Explainable Artificial Intelligence (XAI), Machine Learning and Algorithms, Anomaly Detection Techniques and Applications

Most-Cited Works

• → A Systematic Comparison of Bayesian Deep Learning Robustness in Diabetic Retinopathy Tasks(2019)73 cited
• → Can Autonomous Vehicles Identify, Recover From, and Adapt to Distribution Shifts?(2020)53 cited
• → QU-BraTS: MICCAI BraTS 2020 Challenge on Quantifying Uncertainty in Brain Tumor Segmentation – Analysis of Ranking Scores and Benchmarking Results(2022)47 cited
• → Invariant Causal Prediction for Block MDPs(2020)37 cited
• Uncertainty Baselines: Benchmarks for Uncertainty & Robustness in Deep Learning(2021)
• → Benchmarking Bayesian Deep Learning on Diabetic Retinopathy Detection Tasks(2022)15 cited
• → In-context Reinforcement Learning with Algorithm Distillation(2022)10 cited
• → Generalizing from a few environments in safety-critical reinforcement learning(2019)9 cited