Deep Learning

How Does Batch Normalization Help Optimization? NeurIPS 2018 How emotional are you? Neural Architectures for Emotion Intensity Prediction in Microblogs COLING 2018 How Many Samples are Needed to Estimate a Convolutional Neural Network? NeurIPS 2018 How Much Attention Do You Need? A Granular Analysis of Neural Machine Translation Architectures ACL 2018 How Much Restricted Isometry is Needed In Nonconvex Matrix Recovery? NeurIPS 2018 How SGD Selects the Global Minima in Over-parameterized Learning: A Dynamical Stability Perspective NeurIPS 2018 How Time Matters: Learning Time-Decay Attention for Contextual Spoken Language Understanding in Dialogues NAACL 2018 How To Make the Gradients Small Stochastically: Even Faster Convex and Nonconvex SGD NeurIPS 2018 How to represent a word and predict it, too: Improving tied architectures for language modelling EMNLP 2018 How to Start Training: The Effect of Initialization and Architecture NeurIPS 2018 HSA-RNN: Hierarchical Structure-Adaptive RNN for Video Summarization CVPR 2018 Human Appearance Transfer CVPR 2018 Human-Centric Indoor Scene Synthesis Using Stochastic Grammar CVPR 2018 HUMIR at IEST-2018: Lexicon-Sensitive and Left-Right Context-Sensitive BiLSTM for Implicit Emotion Recognition EMNLP 2018 Humor Recognition Using Deep Learning NAACL 2018 Hybrid Approach of Relation Network and Localized Graph Convolutional Filtering for Breast Cancer Subtype Classification IJCAI 2018 Hybrid Attention based Multimodal Network for Spoken Language Classification COLING 2018 Hybrid Knowledge Routed Modules for Large-scale Object Detection NeurIPS 2018 Hybrid Macro/Micro Level Backpropagation for Training Deep Spiking Neural Networks NeurIPS 2018 HybridNet: Integrating Model-based and Data-driven Learning to Predict Evolution of Dynamical Systems CoRL 2018 Hybrid Neural Attention for Agreement/Disagreement Inference in Online Debates EMNLP 2018 Hybrid Retrieval-Generation Reinforced Agent for Medical Image Report Generation NeurIPS 2018 HydraNets: Specialized Dynamic Architectures for Efficient Inference CVPR 2018 Hyperbolic Neural Networks NeurIPS 2018 hyperdoc2vec: Distributed Representations of Hypertext Documents ACL 2018