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

HANF: Hyperparameter And Neural Architecture Search in Federated Learning. - Jonas Seng; Pooja Prasad; 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)

Causality in Flux: Continual Adaptation of Causal Knowledge via Evidence Matching. - Jonas Seng; Florian Peter Busch; Kristian Kersting (AAAI Bridge Program, 2024)

Bi-Level One-Shot Architecture Search for Probabilistic Time Series Forecasting. - Jonas Seng; Fabian Kalter; Zhongjie Yu 001; Fabrizio Ventola; Kristian Kersting (AutoML, 2024)

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)

Ψnet: Efficient Causal Modeling at Scale. - Florian Peter Busch; Moritz Willig; Jonas Seng; Kristian Kersting; Devendra Singh Dhami (PGM, 2024)

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

Scaling Probabilistic Circuits via Data Partitioning. - Jonas Seng; Florian Peter Busch; Pooja Prasad; Devendra Singh Dhami; Martin Mundt; Kristian Kersting (UAI, 2025)

Guidelines for the Quality Assessment of Energy-Aware NAS Benchmarks. - Nick Kocher; Christian Wassermann; Leona Hennig; Jonas Seng; Holger H. Hoos; Kristian Kersting; Marius Lindauer; Matthias S. Müller (CoRR, 2025)

Hyperparameter Optimization via Interacting with Probabilistic Circuits. - Jonas Seng; Fabrizio Ventola; Zhongjie Yu 001; Kristian Kersting (CoRR, 2025)