Matej Zečević
Towards Neuro-Causality: Relating Graph Neural Networks to Structural Causal Models (Extended Version + Active Session Discussions)
📺 Learning on Graphs and Geometry Reading Group
Moritz Willig, Matej Zečević, Devendra Singh Dhami, Kristian Kersting
The Causal Loss: Driving Correlation to Imply Causation
📰 arXiv (2110.12066)
Matej Zečević, Devendra Singh Dhami, Kristian Kersting
On the Tractability of Neural Causal Inference
📰 arXiv (2110.12052)
Matej Zečević, Devendra Singh Dhami, Constantin A. Rothkopf, Kristian Kersting
Structural Causal Interpretation Theorem
📰 arXiv (2110.02395)
Matej Zečević
Towards Neuro-Causality: Relating Graph Neural Networks to Structural Causal Models
📺 Chinese Causal Science Community
Matej Zečević, Devendra Singh Dhami, Petar Veličković, Kristian Kersting
Relating Graph Neural Networks to Structural Causal Models
📰 arXiv (2109.04173)
Matej Zečević, Devendra Singh Dhami, Kristian Kersting
Intriguing Parameters of Structural Causal Models
📰 arXiv (2105.12697)
Matej Zečević, Devendra Singh Dhami, Athresh Karanam, Sriraam Natarajan, Kristian Kersting
Interventional Sum-Product Networks: Causal Inference with Tractable Probabilistic Models
📰 Accepted to NeurIPS 2021