R. Zimmermann

1. Contrastive Learning Inverts the Data Generating Process
   2021/02/17 by R. Zimmermann, Zimmermann, Roland S., Yash Sharma +7 · 16 citations
   Computer Science · #Domain Adaptation and Few-Shot Learning #Generative Adversarial Networks and Image Synthesis #Music and Audio Processing
2. Provably Learning Object-Centric Representations
   2023/05/23 by Jack Brady, Brady, Jack, R. Zimmermann +9 · 12 citations
   Computer Science · #Advanced Image and Video Retrieval Techniques #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Multimodal Machine Learning Applications
3. Don't trust your eyes: on the (un)reliability of feature visualizations
   2023/06/07 by Robert Geirhos, Roland S. Zimmermann, R. Zimmermann +8 · 1 voice · 4 citations
   Biochemistry, Genetics and Molecular Biology · Computer Science · #Cell Image Analysis Techniques #Explainable Artificial Intelligence (XAI) #Neural Networks and Applications
4. How Well do Feature Visualizations Support Causal Understanding of CNN Activations?
   2021/06/23 by R. Zimmermann, Judy Borowski, Zimmermann, Roland S. +9 · 3 citations
   Computer Science · Biochemistry, Genetics and Molecular Biology · #Explainable Artificial Intelligence (XAI) #Adversarial Robustness in Machine Learning #Cell Image Analysis Techniques
5. Scale Alone Does not Improve Mechanistic Interpretability in Vision Models
   2023/07/11 by R. Zimmermann, Zimmermann, Roland S., Thomas Klein +3 · 3 citations
   Computer Science · #Computer Vision and Pattern Recognition (cs.CV) #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences
6. In Search of Forgotten Domain Generalization
   2024/10/10 by P. Mayilvahanan, R. Zimmermann, Mayilvahanan, Prasanna +11 · 4 citations
   Engineering · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Reservoir Engineering and Simulation Methods
7. Sensitivity of Slot-Based Object-Centric Models to their Number of Slots
   2023/05/30 by R. Zimmermann, Sjoerd van Steenkiste, Zimmermann, Roland S. +7 · 1 citation
   Computer Science · Engineering · #Advanced Image and Video Retrieval Techniques #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Remote-Sensing Image Classification