Andrey Malinin

1. Predictive Uncertainty Estimation via Prior Networks
   2018/02/28 by Andrey Malinin, Malinin, Andrey, Mark Gales +1 · 65 citations
   Computer Science · #Adversarial Robustness in Machine Learning #Anomaly Detection Techniques and Applications #Machine Learning and Data Classification
2. Ensemble Distribution Distillation
   2019/04/30 by Andrey Malinin, Malinin, Andrey, Bruno Mlodozeniec +3 · 14 citations
   Computer Science · Engineering · #Adversarial Robustness in Machine Learning #Anomaly Detection Techniques and Applications #FOS: Computer and information sciences #Fault Detection and Control Systems #Machine Learning (cs.LG) #Machine Learning (stat.ML)
3. Reverse KL-Divergence Training of Prior Networks: Improved Uncertainty and Adversarial Robustness
   2019/05/31 by Andrey Malinin, Mark Gales, Malinin, Andrey +1 · 10 citations
   Biochemistry, Genetics and Molecular Biology · Computer Science · #Adversarial Robustness in Machine Learning #Anomaly Detection Techniques and Applications #Bacillus and Francisella bacterial research #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
4. Scaling Ensemble Distribution Distillation to Many Classes with Proxy Targets
   2021/05/14 by Max Ryabinin, Ryabinin, Max, Andrey Malinin +3 · 2 citations
   Computer Science · #AI in cancer detection #Artificial Intelligence (cs.AI) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Machine Learning (cs.LG) #Machine Learning (stat.ML)
5. Regression Prior Networks
   2020/06/20 by Andrey Malinin, Malinin, Andrey, Sergey Chervontsev +5 · 3 citations
   Computer Science · #Anomaly Detection Techniques and Applications #Adversarial Robustness in Machine Learning #Domain Adaptation and Few-Shot Learning
6. Evaluating Robustness and Uncertainty of Graph Models Under Structural Distributional Shifts
   2023/02/27 by Gleb Bazhenov, Denis Kuznedelev, Bazhenov, Gleb +7 · 1 citation
   Computer Science · Decision Sciences · #Advanced Graph Neural Networks #Data Quality and Management #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)