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Sebastian Gruber

  1. Uncertainty Estimates of Predictions via a General Bias-Variance Decomposition
    2022/10/21 by Sebastian Gruber, Gruber, Sebastian G., Florian Buettner +1 · 7 citations
    Computer Science · #Adversarial Robustness in Machine Learning #Anomaly Detection Techniques and Applications #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Data Classification
  2. A Bias-Variance-Covariance Decomposition of Kernel Scores for Generative Models
    2023/10/09 by Sebastian Gruber, Gruber, Sebastian G., Florian Buettner +1 · 3 citations
    Computer Science · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Natural Language Processing Techniques #Speech Recognition and Synthesis #Topic Modeling
  3. Consistent and Asymptotically Unbiased Estimation of Proper Calibration Errors
    2023/12/14 by Teodora Popordanoska, Sebastian Gruber, Popordanoska, Teodora +7 · 3 citations
    Computer Science · Mathematics · #Advanced Statistical Methods and Models #Adversarial Robustness in Machine Learning #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
  4. Disentangling Mean Embeddings for Better Diagnostics of Image Generators
    2024/09/02 by Sebastian Gruber, Pascal Tobias Ziegler, Gruber, Sebastian G. +3 · 1 citation
    Engineering · Biochemistry, Genetics and Molecular Biology · Computer Science · #Image Processing Techniques and Applications #Cell Image Analysis Techniques #Digital Media Forensic Detection
  5. Optimizing Estimators of Squared Calibration Errors in Classification
    2024/10/09 by Sebastian Gruber, Gruber, Sebastian G., Francis Bach +1 · 1 citation
    Engineering · #FOS: Computer and information sciences #Fault Detection and Control Systems #Machine Learning (cs.LG) #Machine Learning (stat.ML)