Joanna Wojciechowska

Since Faithfulness Fails: The Performance Limits of Neural Causal Discovery

Neural causal discovery methods have recently improved in terms of scalability and computational efficiency. However, our systematic evaluation highlights significant room for improvement in their accuracy when uncovering causal structures. We identify a fundamental limitation: \textit{unavoidable…