Causality and ethical ML are two mostly disjoint fields in machine learning. Recently, their intersection is attracting increasing attention as models are deployed for consequential decision-making domains. However, most existing literature only sporadically explores this field. The aim of this workshop is to bring these efforts together to open a channel of discussion and potential collaborations to fill the gaps. Specifically, the workshop focuses on investigating progress in the five fields of fairness, explainability, robustness, privacy and security and accountability in ML through a causal lense.
The event will be livestreamed. You can watch it on YouTube here.
The ELLIS mission is to create a diverse European network that promotes research excellence and advances breakthroughs in AI, as well as a pan-European PhD program to educate the next generation of AI researchers. ELLIS also aims to boost economic growth in Europe by leveraging AI technologies.