Continuous Meta-Learning without Tasks. Exact Combinatorial Optimization with Graph Convolutional Neural Networks. Addressing Model Vulnerability to Distributional Shifts over Image Transformation Sets. Metric Learning for Dynamic Text Classification. Unsupervised Domain Adaptation of Contextualized Embeddings for Sequence Labeling. Rethinking Zero …

Approximation capabilities of neural networks on unbounded domains. Time/Accuracy Tradeoffs for Learning a ReLU with respect to Gaussian Marginals. Hybrid Deep Network for Anomaly Detection. Attention-Aware Linear Depthwise Convolution for Single Image Super-Resolution. How to Pick the Best Source Data? Measuring Transferability for Heterogeneous D …

Summary Cloze: A New Task for Content Selection in Topic-Focused Summarization. SNAP-BATNET: Cascading Author Profiling and Social Network Graphs for Suicide Ideation Detection on Social Media. LAF-Net: Locally Adaptive Fusion Networks for Stereo Confidence Estimation. Neural machine translation system for the Kazakh language. A unified theory of a …