Willig, Moritz

9 publications

TMLR 2025 Structural Causal Circuits: Probabilistic Circuits Climbing All Rungs of Pearl's Ladder of Causation Florian Peter Busch, Moritz Willig, Matej Zečević, Kristian Kersting, Devendra Singh Dhami

ICLR 2025 Systems with Switching Causal Relations: A Meta-Causal Perspective Moritz Willig, Tim Tobiasch, Florian Peter Busch, Jonas Seng, Devendra Singh Dhami, Kristian Kersting

NeurIPS 2025 When Causal Dynamics Matter: Adapting Causal Strategies Through Meta-Aware Interventions Moritz Willig, Tim Tobiasch, Devendra Singh Dhami, Kristian Kersting

PGM 2024 $Ψ$net: Efficient Causal Modeling at Scale Florian Peter Busch, Moritz Willig, Jonas Seng, Kristian Kersting, Devendra Singh Dhami

UAI 2024 $χ$SPN: Characteristic Interventional Sum-Product Networks for Causal Inference in Hybrid Domains Harsh Poonia, Moritz Willig, Zhongjie Yu, Matej Ze\vcević, Kristian Kersting, Devendra Singh Dhami

ICLRW 2024 Biased Causal Strength Judgments in Humans and Large Language Models Anita Keshmirian, Moritz Willig, Babak Hemmatian, Ulrike Hahn, Kristian Kersting, Tobias Gerstenberg

NeurIPSW 2024 Systems with Switching Causal Relations: A Meta-Causal Perspective Moritz Willig, Tim Tobiasch, Florian Peter Busch, Jonas Seng, Devendra Singh Dhami, Kristian Kersting

TMLR 2023 Causal Parrots: Large Language Models May Talk Causality but Are Not Causal Matej Zečević, Moritz Willig, Devendra Singh Dhami, Kristian Kersting

NeurIPS 2023 Do Not Marginalize Mechanisms, Rather Consolidate! Moritz Willig, Matej Zečević, Devendra Dhami, Kristian Kersting