The Trimmed Lasso: Sparsity and Robustness. Relation Networks for Object Detection. Learning to Acquire Information. A Novel Embedding Model for Knowledge Base Completion Based on Convolutional Neural Network. Linear Disentangled Representation Learning for Facial Actions. Deep Recurrent NMF for Speech Separation by Unfolding Iterative Thresholding …

SurvivalNet: Predicting patient survival from diffusion weighted magnetic resonance images using cascaded fully convolutional and 3D convolutional neural networks. InterpNET: Neural Introspection for Interpretable Deep Learning. To Index or Not to Index: Optimizing Exact Maximum Inner Product Search. Deep Architectures for Neural Machine Translatio …

Introduction to Tensor Decompositions and their Applications in Machine Learning. Model compression as constrained optimization, with application to neural nets. Part I: general framework. The Surfacing of Multiview 3D Drawings via Lofting and Occlusion Reasoning. Delineation of Skin Strata in Reflectance Confocal Microscopy Images using Recurrent …

Novel Structured Low-rank algorithm to recover spatially smooth exponential image time series. Transfer learning from synthetic to real images using variational autoencoders for robotic applications. Learning body-affordances to simplify action spaces. A Paradigm Shift: Detecting Human Rights Violations Through Web Images. Latent Embeddings for Col …

The Static and Stochastic VRPTW with both random Customers and Reveal Times: algorithms and recourse strategies. Photo-realistic Facial Texture Transfer. UmUTracker: A versatile MATLAB program for automated particle tracking of 2D light microscopy or 3D digital holography data. Annealed Generative Adversarial Networks. Dual Based DSP Bidding Strate …

Block-Sparse Recurrent Neural Networks. Sparse Neural Networks Topologies. Using Optimal Ratio Mask as Training Target for Supervised Speech Separation. Learning Unified Embedding for Apparel Recognition. A Survey on Content-Aware Video Analysis for Sports. Large-scale Datasets: Faces with Partial Occlusions and Pose Variations in the Wild. The CLa …

Supervised Speech Separation Based on Deep Learning: An Overview. An Empirical Evaluation of Visual Question Answering for Novel Objects. Beyond normality: Learning sparse probabilistic graphical models in the non-Gaussian setting. Inference in Graphical Models via Semidefinite Programming Hierarchies. Comparison of Batch Normalization and Weight N …

Deep Style Match for Complementary Recommendation. Towards Automatic Abdominal Multi-Organ Segmentation in Dual Energy CT using Cascaded 3D Fully Convolutional Network. On the Limitations of First-Order Approximation in GAN Dynamics. Learning Robust Object Recognition Using Composed Scenes from Generative Models. Deep Reinforcement Learning-based I …