Jaeyoon Shim

Dissecting Causal Mechanism Shifts via FANS: Function And Noise Separation

Identifying the drivers of causal mechanism shifts, distinguishing functional changes from noise alterations, known as dissection, is a critical yet under-explored problem in data science (e.g., biomedical science and manufacturing). This paper introduces a more general and unified framework, the fu…