2 papers
cs.LG2025
Causal Mechanism Estimation in Multi-Sensor Systems Across Multiple Domains
Jingyi Yu, Tim Pychynski, Marco F. Huber
To gain deeper insights into a complex sensor system through the lens of causality, we present common and individual causal mechanism estimation (CICME), a novel three-step approac…
cs.LG2025
CausalMan: A physics-based simulator for large-scale causality
Nicholas Tagliapietra, Juergen Luettin, Lavdim Halilaj +3
A comprehensive understanding of causality is critical for navigating and operating within today's complex real-world systems. The absence of realistic causal models with known dat…