Spectral Embedding Norm: Looking Deep into the Spectrum of the Graph Laplacian. Data Association with Gaussian Processes. Fault Tolerance in Iterative-Convergent Machine Learning. Direct Uncertainty Prediction for Medical Second Opinions. Minimum spanning tree release under differential privacy constraints. Breast Tumor Segmentation and Shape Class …

Fast Optimal Bandwidth Selection for RBF Kernel using Reproducing Kernel Hilbert Space Operators for Kernel Based Classifiers. Deep State Space Models for Unconditional Word Generation. MedAL: Deep Active Learning Sampling Method for Medical Image Analysis. Eliminating Latent Discrimination: Train Then Mask. Physics-constrained, data-driven discove …