Preserving Individuality while Following the Crowd: Understanding the Role of User Taste and Crowd Wisdom in Online Product Rating Prediction

L Wang, S Jain, Y Dou, J Wang, CCM Yeh… - arXiv preprint arXiv …, 2024 - arxiv.org
Numerous algorithms have been developed for online product rating prediction, but the
specific influence of user and product information in determining the final prediction score …

Complementary Learning for Real-World Model Failure Detection

D Bogdoll, F Sartoris, V Geppert, S Pavlitska… - arXiv preprint arXiv …, 2024 - arxiv.org
In real-world autonomous driving, deep learning models can experience performance
degradation due to distributional shifts between the training data and the driving conditions …

Dynamic Interpretability for Model Comparison via Decision Rules

A Rida, MJ Lesot, X Renard, C Marsala - arXiv preprint arXiv:2309.17095, 2023 - arxiv.org
Explainable AI (XAI) methods have mostly been built to investigate and shed light on single
machine learning models and are not designed to capture and explain differences between …