dyngraph2vec: Capturing Network Dynamics using Dynamic Graph Representation Learning. VoxelMorph: A Learning Framework for Deformable Medical Image Registration. Deep Depth Completion of a Single RGB-D Image. Semi-crowdsourced Clustering with Deep Generative Models. Mittens: An Extension of GloVe for Learning Domain-Specialized Representations. A G …

Learning Semantic Representations for Novel Words: Leveraging Both Form and Context. Domain Adaptive Faster R-CNN for Object Detection in the Wild. Elastic Boundary Projection for 3D Medical Imaging Segmentation. In Defense of Classical Image Processing: Fast Depth Completion on the CPU. Look Across Elapse: Disentangled Representation Learning and …

Characterizing Well-Behaved vs. Pathological Deep Neural Networks. Learning Depth with Convolutional Spatial Propagation Network. Hamiltonian Descent Methods. On the Complexity of Opinions and Online Discussions. Action-Agnostic Human Pose Forecasting. CytonRL: an Efficient Reinforcement Learning Open-source Toolkit Implemented in C++. Two-Stage Co …

Classifying Online Dating Profiles on Tinder using FaceNet Facial Embeddings. Defining Locality for Surrogates in Post-hoc Interpretablity. Baseline Needs More Love: On Simple Word-Embedding-Based Models and Associated Pooling Mechanisms. DeepLiDAR: Deep Surface Normal Guided Depth Prediction for Outdoor Scene from Sparse LiDAR Data and Single Colo …

Sorting out Lipschitz function approximation. Kernel Treelets. Towards Robust and Privacy-preserving Text Representations. SCC: Automatic Classification of Code Snippets. Recurrent Entity Networks with Delayed Memory Update for Targeted Aspect-based Sentiment Analysis. Self-supervised Sparse-to-Dense: Self-supervised Depth Completion from LiDAR and …

Computation of optimal transport and related hedging problems via penalization and neural networks. Robust Neural Malware Detection Models for Emulation Sequence Learning. SqueezeFit: Label-aware dimensionality reduction by semidefinite programming. Cloud Detection From RGB Color Remote Sensing Images With Deep Pyramid Networks. Community Regulariz …

Code-switching Sentence Generation by Generative Adversarial Networks and its Application to Data Augmentation. Online Convex Optimization for Sequential Decision Processes and Extensive-Form Games. Derivative-free online learning of inverse dynamics models. Real-Time Monocular Object-Model Aware Sparse SLAM. Monocular Object and Plane SLAM in Stru …

HMS-Net: Hierarchical Multi-scale Sparsity-invariant Network for Sparse Depth Completion. SPIGAN: Privileged Adversarial Learning from Simulation. Rain Removal By Image Quasi-Sparsity Priors. Removing rain streaks by a linear model. A Deep Tree-Structured Fusion Model for Single Image Deraining. Towards Semi-Supervised Learning for Deep Semantic Ro …

Controlling the privacy loss with the input feature maps of the layers in convolutional neural networks. Robust Active Learning for Electrocardiographic Signal Classification. COTA: Improving the Speed and Accuracy of Customer Support through Ranking and Deep Networks. Byzantine-Robust Distributed Learning: Towards Optimal Statistical Rates. Advers …