Sebastian G. Gruber

12 papers A* 2Journal 10

Year	Rank	Type	Title / Venue / Authors
2026	A*	`conf`	Fine-grained Uncertainty Decomposition in Large Language Models: A Spectral Approach. AAAI Nassim Walha, Sebastian G. Gruber, Thomas Decker, Yinchong Yang, Alireza Javanmardi, Eyke Hüllermeier, Florian Buettner
2025	J	`jnl`	A Novel Framework for Uncertainty Quantification via Proper Scores for Classification and Beyond. CoRR Sebastian G. Gruber
2025	J	`jnl`	Beyond Segmentation: Confidence-Aware and Debiased Estimation of Ratio-based Biomarkers. CoRR Jiameng Li, Teodora Popordanoska, Sebastian G. Gruber, Frederik Maes, Matthew B. Blaschko
2025	J	`jnl`	Fine-Grained Uncertainty Decomposition in Large Language Models: A Spectral Approach. CoRR Nassim Walha, Sebastian G. Gruber, Thomas Decker, Yinchong Yang, Alireza Javanmardi, Eyke Hüllermeier, Florian Buettner
2025	J	`jnl`	Revisiting Reweighted Risk for Calibration: AURC, Focal Loss, and Inverse Focal Loss. CoRR Han Zhou, Sebastian G. Gruber, Teodora Popordanoska, Matthew B. Blaschko
2024	J	`jnl`	Disentangling Mean Embeddings for Better Diagnostics of Image Generators. CoRR Sebastian G. Gruber, Pascal Tobias Ziegler, Florian Buettner
2024	J	`jnl`	Optimizing Estimators of Squared Calibration Errors in Classification. CoRR Sebastian G. Gruber, Francis Bach
2023	J	`jnl`	A Bias-Variance-Covariance Decomposition of Kernel Scores for Generative Models. CoRR Sebastian G. Gruber, Florian Büttner
2023	J	`jnl`	Consistent and Asymptotically Unbiased Estimation of Proper Calibration Errors. CoRR Teodora Popordanoska, Sebastian G. Gruber, Aleksei Tiulpin, Florian Büttner, Matthew B. Blaschko
2022	A*	`conf`	Better Uncertainty Calibration via Proper Scores for Classification and Beyond. NeurIPS Sebastian G. Gruber, Florian Buettner
2022	J	`jnl`	Trustworthy Deep Learning via Proper Calibration Errors: A Unifying Approach for Quantifying the Reliability of Predictive Uncertainty. CoRR Sebastian G. Gruber, Florian Buettner
2022	J	`jnl`	Uncertainty Estimates of Predictions via a General Bias-Variance Decomposition. CoRR Sebastian G. Gruber, Florian Buettner