92 citations · 168 across the 13 of their papers we have counts for
4 papers · 1 filter
Heterogeneous Federated Learning via Personalized Generative Networks
Zahra Taghiyarrenani, Abdallah Alabdallah, Slawomir Nowaczyk +1
Federated Learning (FL) allows several clients to construct a common global machine-learning model without having to share their data. FL, however, faces the challenge of statistic…
Explainable Predictive Maintenance
Sepideh Pashami, Slawomir Nowaczyk, Yuantao Fan +13
Explainable Artificial Intelligence (XAI) fills the role of a critical interface fostering interactions between sophisticated intelligent systems and diverse individuals, including…
Learning Causal Mechanisms through Orthogonal Neural Networks
Peyman Sheikholharam Mashhadi, Slawomir Nowaczyk
A fundamental feature of human intelligence is the ability to infer high-level abstractions from low-level sensory data. An essential component of such inference is the ability to…
Dynamic Causal Explanation Based Diffusion-Variational Graph Neural Network for Spatio-temporal Forecasting
Guojun Liang, Prayag Tiwari, Sławomir Nowaczyk +2
Graph neural networks (GNNs), especially dynamic GNNs, have become a research hotspot in spatio-temporal forecasting problems. While many dynamic graph construction methods have be…