Kolek, Stefan
- Cartoon Explanations of Image Classifiers
2021/10/07 by Stefan Kolek, Kolek, Stefan, Duc Anh Nguyen +7 · 3 citations
Computer Science · #Adversarial Robustness in Machine Learning #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis
- Learning Interpretable Queries for Explainable Image Classification with Information Pursuit
2023/12/16 by Kolek, Stefan, Chattopadhyay, Aditya, Chan, Kwan Ho Ryan +3 · 3 citations
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
- Complex-valued Federated Learning with Differential Privacy and MRI Applications
2021/10/07 by Anneliese Riess, Alexander Ziller, Riess, Anneliese +9 · 1 citation
Computer Science · #Adversarial Robustness in Machine Learning #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Privacy-Preserving Technologies in Data #Stochastic Gradient Optimization Techniques
- A Rate-Distortion Framework for Explaining Black-box Model Decisions
2021/10/12 by Stefan Kolek, Đức Anh Nguyễn, Kolek, Stefan +7 · 1 citation
Computer Science · #Anomaly Detection Techniques and Applications #Artificial Intelligence (cs.AI) #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Information Theory (cs.IT) #Machine Learning (cs.LG)
- Beyond the Calibration Point: Mechanism Comparison in Differential Privacy
2024/06/13 by Georgios Kaissis, Kaissis, Georgios, Stefan Kolek +7 · 2 voices · 2 citations
Computer Science · Mathematics · #Artificial Intelligence (cs.AI) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Statistics Theory (math.ST) #cs.AI #cs.CR #cs.LG #math.ST #stat.ML