Deep Learning

GPyTorch: Blackbox Matrix-Matrix Gaussian Process Inference with GPU Acceleration NeurIPS 2018 Gradient Descent for Spiking Neural Networks NeurIPS 2018 Gradient Descent Learns One-hidden-layer CNN: Don’t be Afraid of Spurious Local Minima ICML 2018 Gradient descent with identity initialization efficiently learns positive definite linear transformations by deep residual networks ICML 2018 Gradient Estimation with Simultaneous Perturbation and Compressive Sensing JMLR 2018 Gradient Estimators for Implicit Models ICLR 2018 Gradient Hard Thresholding Pursuit JMLR 2018 Gradient Layer: Enhancing the Convergence of Adversarial Training for Generative Models AISTATS 2018 GradiVeQ: Vector Quantization for Bandwidth-Efficient Gradient Aggregation in Distributed CNN Training NeurIPS 2018 GradNorm: Gradient Normalization for Adaptive Loss Balancing in Deep Multitask Networks ICML 2018 Gradually Updated Neural Networks for Large-Scale Image Recognition ICML 2018 Grammar Induction with Neural Language Models: An Unusual Replication EMNLP 2018 Graph Attention Networks ICLR 2018 Graph-based Filtering of Out-of-Vocabulary Words for Encoder-Decoder Models ACL 2018 GraphBit: Bitwise Interaction Mining via Deep Reinforcement Learning CVPR 2018 GraphBTM: Graph Enhanced Autoencoded Variational Inference for Biterm Topic Model EMNLP 2018 Graph Convolutional Policy Network for Goal-Directed Molecular Graph Generation NeurIPS 2018 Graph Convolution over Pruned Dependency Trees Improves Relation Extraction EMNLP 2018 Graphical Generative Adversarial Networks NeurIPS 2018 Graph-to-Sequence Learning using Gated Graph Neural Networks ACL 2018 Greedy Search with Probabilistic N-gram Matching for Neural Machine Translation EMNLP 2018 Gromov-Wasserstein Alignment of Word Embedding Spaces EMNLP 2018 GroupCap: Group-Based Image Captioning With Structured Relevance and Diversity Constraints CVPR 2018 Group Consistent Similarity Learning via Deep CRF for Person Re-Identification CVPR 2018 Group Equivariant Capsule Networks NeurIPS 2018