Optimization & Theory

Towards Understanding the Generalization Bias of Two Layer Convolutional Linear Classifiers with Gradient Descent AISTATS 2019 Trading Redundancy for Communication: Speeding up Distributed SGD for Non-convex Optimization ICML 2019 Transductive Auxiliary Task Self-Training for Neural Multi-Task Models EMNLP 2019 Transformer Dissection: An Unified Understanding for Transformer’s Attention via the Lens of Kernel EMNLP 2019 Trivializations for Gradient-Based Optimization on Manifolds NeurIPS 2019 Truly Proximal Policy Optimization UAI 2019 Uncovering Specific-Shape Graph Anomalies in Attributed Graphs AAAI 2019 Understanding Data Augmentation in Neural Machine Translation: Two Perspectives towards Generalization EMNLP 2019 Understanding Sparse JL for Feature Hashing NeurIPS 2019 Understanding the Disharmony Between Dropout and Batch Normalization by Variance Shift CVPR 2019 Understanding the Role of Momentum in Stochastic Gradient Methods NeurIPS 2019 Universal Approximation Property and Equivalence of Stochastic Computing-Based Neural Networks and Binary Neural Networks AAAI 2019 Universal Stagewise Learning for Non-Convex Problems with Convergence on Averaged Solutions ICLR 2019 Unreproducible Research is Reproducible ICML 2019 Utilizing Class Information for Deep Network Representation Shaping AAAI 2019 Variational Convolutional Neural Network Pruning CVPR 2019 Visual Place Recognition via Robust ℓ2-Norm Distance Based Holism and Landmark Integration AAAI 2019 Von Mises-Fisher Loss for Training Sequence to Sequence Models with Continuous Outputs ICLR 2019 Weighted Channel Dropout for Regularization of Deep Convolutional Neural Network AAAI 2019 Weisfeiler and Leman Go Neural: Higher-Order Graph Neural Networks AAAI 2019 What Can ResNet Learn Efficiently, Going Beyond Kernels? NeurIPS 2019 What is the Effect of Importance Weighting in Deep Learning? ICML 2019 What Part of the Neural Network Does This? Understanding LSTMs by Measuring and Dissecting Neurons EMNLP 2019 When does label smoothing help? NeurIPS 2019 Whether to Pretrain DNN or not?: An Empirical Analysis for Voice Conversion Interspeech 2019