Uelwer, Tobias;Michels, Felix;De Candido, Oliver.Evaluating Robust Perceptual Losses for Image Reconstruction.I Can't Believe It's Not Better Workshop: Understanding Deep Learning Through Empirical Falsification .NeurIPS 2022 Workshop.2022

Joppich, Philipp;Dorn, Sebastian;De Candido, Oliver;Knollmüller, Jakob;Utschick, Wolfgang.Classification and Uncertainty Quantification of Corrupted Data Using Supervised Autoencoders.Physical Sciences Forum.2022.5.1

De Candido, Oliver;Koller, Michael;Utschick, Wolfgang.Encouraging Validatable Features in Machine Learning-based Highly Automated Driving Functions.IEEE Transactions on Intelligent Vehicles.2022.1-1

De Candido, Oliver;Li, Xinyang; Utschick, Wolfgang.An Analysis of Distributional Shifts in Automated Driving Functions in Highway Scenarios.2022 IEEE 95th Vehicular Technology Conference: (VTC2022-Spring).IEEE.2022

Konstantinidis, Fabian; Hofmann, Ulrich; Sackmann, Moritz; Thielecke, Jorn; De Candido, Oliver; Utschick, Wolfgang.Parameter Sharing Reinforcement Learning for Modeling Multi-Agent Driving Behavior in Roundabout Scenarios.2021 IEEE International Intelligent Transportation Systems Conference (ITSC).IEEE.2021

Gallitz, Oliver; De Candido, Oliver; Botsch, Michael; Utschick, Wolfgang.Interpretable Early Prediction of Lane Changes Using a Constrained Neural Network Architecture.2021 IEEE International Intelligent Transportation Systems Conference (ITSC).IEEE.2021

Uelwer, Tobias; Michels, Felix; De Candido, Oliver.Learning to Detect Adversarial Examples Based on Class Scores.KI 2021: Advances in Artificial Intelligence.Springer International Publishing.2021

Oliver De Candido; Maximilian Binder; Wolfgang Utschick.An Interpretable Lane Change Detector Algorithm based on Deep Autoencoder Anomaly Detection.The 32nd IEEE Intelligent Vehicles Symposium.2021

Gallitz, Oliver;De Candido, Oliver;Botsch, Michael;Melz, Ron;Utschick, Wolfgang.Interpretable Machine Learning Structure for an Early Prediction of Lane Changes.Artificial Neural Networks and Machine Learning – ICANN 2020.Springer International Publishing.2020

De Candido, Oliver; Koller, Michael; Gallitz, Oliver; Melz, Ron; Botsch, Michael; Utschick, Wolfgang.Towards Feature Validation in Time to Lane Change Classification using Deep Neural Networks.The 23rd IEEE International Conference on Intelligent Transportation Systems.2020