Unsupervised Deep Clustering for Source Separation: Direct Learning from Mixtures using Spatial Information. Unsupervised Detection of Lesions in Brain MRI using constrained adversarial auto-encoders. Improved Image Segmentation via Cost Minimization of Multiple Hypotheses. Dual Memory Neural Computer for Asynchronous Two-view Sequential Learning. …

Rademacher Complexity for Adversarially Robust Generalization. Performance Guarantees for Homomorphisms Beyond Markov Decision Processes. Finding Better Topologies for Deep Convolutional Neural Networks by Evolution. An Aggressive Genetic Programming Approach for Searching Neural Network Structure Under Computational Constraints. CrossNet: An End-t …

Escape Room: A Configurable Testbed for Hierarchical Reinforcement Learning. Automatically Segmenting the Left Atrium from Cardiac Images Using Successive 3D U-Nets and a Contour Loss. Encoderless Gimbal Calibration of Dynamic Multi-Camera Clusters. Supervised Reinforcement Learning with Recurrent Neural Network for Dynamic Treatment Recommendation …