This colloquium will comprise a series of invited talks which will be given by: Robin Evans, Hervé Isambert, Jakob Runge, Michèle Sebag, Ilya Shpitser, Mihaela Van der Schaar and Kun Zhang. In addition, we invite papers on all aspects of causality. Accepted papers will be published online and presented either within oral or poster sessions.
Description
The colloquium on Fundamental Challenges on Causality (FunCausal) aims to bring together researchers interested in causality and willing to discuss novel approaches to causal discovery and causal inference. FunCausal will explore topics related to, but not limited to:
Causal discovery
Causal learning and control problems
Theoretical foundation of causal inference
Causal inference and active learning
Causal learning in low data regime
Reinforcement learning
Causal machine learning
Causal generative models
Benchmark for causal discovery and causal reasoning