Interventional Sum-Product Networks: Causal Inference with Tractable Probabilistic Models. - Matej Zecevic; Devendra Singh Dhami; Athresh Karanam; Sriraam Natarajan; Kristian Kersting (NeurIPS, 2021)

Intriguing Parameters of Structural Causal Models. - Matej Zecevic; Devendra Singh Dhami; Kristian Kersting (CoRR, 2021)

Relating Graph Neural Networks to Structural Causal Models. - Matej Zecevic; Devendra Singh Dhami; Petar Velickovic; Kristian Kersting (CoRR, 2021)

Structural Causal Interpretation Theorem. - Matej Zecevic; Devendra Singh Dhami; Constantin A. Rothkopf; Kristian Kersting (CoRR, 2021)

On the Tractability of Neural Causal Inference. - Matej Zecevic; Devendra Singh Dhami; Kristian Kersting (CoRR, 2021)

The Causal Loss: Driving Correlation to Imply Causation. - Moritz Willig; Matej Zecevic; Devendra Singh Dhami; Kristian Kersting (CoRR, 2021)

Finding Structure and Causality in Linear Programs. - Matej Zecevic; Florian Peter Busch; Devendra Singh Dhami; Kristian Kersting (CoRR, 2022)

Machines Explaining Linear Programs. - David Steinmann; Matej Zecevic; Devendra Singh Dhami; Kristian Kersting (CoRR, 2022)

Tearing Apart NOTEARS: Controlling the Graph Prediction via Variance Manipulation. - Jonas Seng; Matej Zecevic; Devendra Singh Dhami; Kristian Kersting (CoRR, 2022)

Towards a Solution to Bongard Problems: A Causal Approach. - Salahedine Youssef; Matej Zecevic; Devendra Singh Dhami; Kristian Kersting (CoRR, 2022)

Attributions Beyond Neural Networks: The Linear Program Case. - Florian Peter Busch; Matej Zecevic; Kristian Kersting; Devendra Singh Dhami (CoRR, 2022)

Can Foundation Models Talk Causality? - Moritz Willig; Matej Zecevic; Devendra Singh Dhami; Kristian Kersting (CoRR, 2022)

On How AI Needs to Change to Advance the Science of Drug Discovery. - Kieran Didi; Matej Zecevic (CoRR, 2022)

Pearl Causal Hierarchy on Image Data: Intricacies & Challenges. - Matej Zecevic; Moritz Willig; Devendra Singh Dhami; Kristian Kersting (CoRR, 2022)

Continually Updating Neural Causal Models. - Florian Peter Busch; Jonas Seng; Moritz Willig; Matej Zecevic (AAAI Bridge Program, 2023)

Treatment Effect Estimation to Guide Model Optimization in Continual Learning. - Jonas Seng; Florian Peter Busch; Matej Zecevic; Moritz Willig (AAAI Bridge Program, 2023)

Causal Concept Identification in Open World Environments. - Moritz Willig; Matej Zecevic; Jonas Seng; Florian Peter Busch (AAAI Bridge Program, 2023)

Continual Causal Abstractions. - Matej Zecevic; Moritz Willig; Florian Peter Busch; Jonas Seng (AAAI Bridge Program, 2023)

Do Not Marginalize Mechanisms, Rather Consolidate! - Moritz Willig; Matej Zecevic; Devendra Singh Dhami; Kristian Kersting (NeurIPS, 2023)

Not All Causal Inference is the Same. - Matej Zecevic; Devendra Singh Dhami; Kristian Kersting (Trans. Mach. Learn. Res., 2023)

Causal Parrots: Large Language Models May Talk Causality But Are Not Causal. - Matej Zecevic; Moritz Willig; Devendra Singh Dhami; Kristian Kersting (Trans. Mach. Learn. Res., 2023)

Learning Large DAGs is Harder than you Think: Many Losses are Minimal for the Wrong DAG. - Jonas Seng; Matej Zecevic; Devendra Singh Dhami; Kristian Kersting (ICLR, 2024)

"Do Not Disturb My Circles!" Identifying the Type of Counterfactual at Hand (Short Paper). - Moritz Willig; Matej Zecevic; Kristian Kersting (RATIO, 2024)

χSPN: Characteristic Interventional Sum-Product Networks for Causal Inference in Hybrid Domains. - Harsh Poonia; Moritz Willig; Zhongjie Yu 001; Matej Zecevic; Kristian Kersting; Devendra Singh Dhami (UAI, 2024)

Diagnostic Reasoning in Natural Language: Computational Model and Application. - Nils Dycke; Matej Zecevic; Ilia Kuznetsov; Beatrix Suess; Kristian Kersting; Iryna Gurevych (CoRR, 2024)

Structural causal models reveal confounder bias in linear program modelling. - Matej Zecevic; Devendra Singh Dhami; Kristian Kersting (Mach. Learn., 2024)

STRICTA: Structured Reasoning in Critical Text Assessment for Peer Review and Beyond. - Nils Dycke; Matej Zecevic; Ilia Kuznetsov; Beatrix Suess; Kristian Kersting; Iryna Gurevych (ACL (1), 2025)

Elucidating linear programs by neural encodings. - Florian Peter Busch; Matej Zecevic; Kristian Kersting; Devendra Singh Dhami (Frontiers Artif. Intell., 2025)

Causal Explanations Over Time: Articulated Reasoning for Interactive Environments. - Sebastian Rödling; Matej Zecevic; Devendra Singh Dhami; Kristian Kersting (CoRR, 2025)