Bernhard Schölkopf

Latest

• Targeted Reduction of Causal Models
• Learning soft interventions in complex equilibrium systems
• Independent Mechanism Analysis, a New Concept?
• Self-Supervised Learning with Data Augmentations Provably Isolates Content from Style
• A theory of independent mechanisms for extrapolation in generative models
• Groupe invariance principles for causal generative models
• Shifts of Gamma Phase Reflect Dynamic Information Transfer