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.CV2025
ViPro-2: Unsupervised State Estimation via Integrated Dynamics for Guiding Video Prediction
Patrick Takenaka, Johannes Maucher, Marco F. Huber
Predicting future video frames is a challenging task with many downstream applications. Previous work has shown that procedural knowledge enables deep models for complex dynamical…