Kacprzyk, Krzysztof

13 publications

AISTATS 2025 Beyond Size-Based Metrics: Measuring Task-Specific Complexity in Symbolic Regression Krzysztof Kacprzyk, Mihaela Schaar

ICLRW 2025 Decision Tree Induction with Dynamic Feature Generation: A Framework for Interpretable DNA Sequence Analysis Nicolas Huynh, Krzysztof Kacprzyk, Ryan M Sheridan, David L. Bentley, Mihaela van der Schaar

ICLR 2025 No Equations Needed: Learning System Dynamics Without Relying on Closed-Form ODEs Krzysztof Kacprzyk, Mihaela van der Schaar

ICML 2025 Skip the Equations: Learning Behavior of Personalized Dynamical Systems Directly from Data Krzysztof Kacprzyk, Julianna Piskorz, Mihaela Van Der Schaar

ICLRW 2025 Skip the Equations: Learning Behavior of Personalized Dynamical Systems Directly from Data Krzysztof Kacprzyk, Julianna Piskorz, Mihaela van der Schaar

ICLR 2024 ODE Discovery for Longitudinal Heterogeneous Treatment Effects Inference Krzysztof Kacprzyk, Samuel Holt, Jeroen Berrevoets, Zhaozhi Qian, Mihaela van der Schaar

NeurIPS 2024 Self-Healing Machine Learning: A Framework for Autonomous Adaptation in Real-World Environments Paulius Rauba, Nabeel Seedat, Krzysztof Kacprzyk, Mihaela van der Schaar

AISTATS 2024 Shape Arithmetic Expressions: Advancing Scientific Discovery Beyond Closed-Form Equations Krzysztof Kacprzyk, Mihaela Schaar

ICLR 2024 Towards Transparent Time Series Forecasting Krzysztof Kacprzyk, Tennison Liu, Mihaela van der Schaar

NeurIPS 2023 D-CIPHER: Discovery of Closed-Form Partial Differential Equations Krzysztof Kacprzyk, Zhaozhi Qian, Mihaela van der Schaar

NeurIPSW 2023 Shape Arithmetic Expressions Krzysztof Kacprzyk, Mihaela van der Schaar

NeurIPSW 2022 D-CIPHER: Discovery of Closed-Form Partial Differential Equations Krzysztof Kacprzyk, Zhaozhi Qian, Mihaela van der Schaar

ICLR 2022 D-CODE: Discovering Closed-Form ODEs from Observed Trajectories Zhaozhi Qian, Krzysztof Kacprzyk, Mihaela van der Schaar