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Workshop
Function Space Diversity for Uncertainty Prediction via Repulsive Last-Layer Ensembles
Sophie Steger · Christian Knoll · Bernhard Klein · Holger Fröning · Franz Pernkopf
Poster
Tue 4:30 A Rate-Distortion View of Uncertainty Quantification
Ifigeneia Apostolopoulou · Benjamin Eysenbach · Frank Nielsen · Artur Dubrawski
Poster
Wed 4:30 Using Uncertainty Quantification to Characterize and Improve Out-of-Domain Learning for PDEs
Chandra Mouli Sekar · Danielle Robinson · Shima Alizadeh · Gaurav Gupta · Andrew Stuart · Michael Mahoney · Yuyang Wang
Workshop
Towards Reliable Uncertainty Estimates for Drug Discovery: A Large-scale Temporal Study of Probability Calibration
Hannah Friesacher · Emma Svensson · Adam Arany · Lewis Mervin · Ola Engkvist
Workshop
Fine-Tuning with Uncertainty-Aware Priors Makes Vision and Language Foundation Models More Reliable
Tim G. J. Rudner · Xiang Pan · Yucen Li · Ravid Shwartz-Ziv · Andrew Wilson