Optimization & Theory

DNN Multimodal Fusion Techniques for Predicting Video Sentiment ACL 2018 Don't Decay the Learning Rate, Increase the Batch Size ICLR 2018 DRACO: Byzantine-resilient Distributed Training via Redundant Gradients ICML 2018 Dropout as a Low-Rank Regularizer for Matrix Factorization AISTATS 2018 Dropping Symmetry for Fast Symmetric Nonnegative Matrix Factorization NeurIPS 2018 Dynamical Isometry and a Mean Field Theory of CNNs: How to Train 10,000-Layer Vanilla Convolutional Neural Networks ICML 2018 Dynamic Video Segmentation Network CVPR 2018 Dynamic Zoom-In Network for Fast Object Detection in Large Images CVPR 2018 Efficient Adaptive Online Learning via Frequent Directions IJCAI 2018 Efficient Contextualized Representation: Language Model Pruning for Sequence Labeling EMNLP 2018 Efficient Convex Completion of Coupled Tensors using Coupled Nuclear Norms NeurIPS 2018 Efficient First-Order Algorithms for Adaptive Signal Denoising ICML 2018 Efficient Formal Safety Analysis of Neural Networks NeurIPS 2018 Efficient Large-Scale Approximate Nearest Neighbor Search on OpenCL FPGA CVPR 2018 Efficient Low-rank Multimodal Fusion With Modality-Specific Factors ACL 2018 Efficient Parametrization of Multi-Domain Deep Neural Networks CVPR 2018 Efficient Subpixel Refinement With Symbolic Linear Predictors CVPR 2018 End-to-end Symmetry Preserving Inter-atomic Potential Energy Model for Finite and Extended Systems NeurIPS 2018 Evaluating neural network explanation methods using hybrid documents and morphosyntactic agreement ACL 2018 Evolutionary Stochastic Gradient Descent for Optimization of Deep Neural Networks NeurIPS 2018 Explaining Character-Aware Neural Networks for Word-Level Prediction: Do They Discover Linguistic Rules? EMNLP 2018 Explicit Loss-Error-Aware Quantization for Low-Bit Deep Neural Networks CVPR 2018 Exploring Hidden Dimensions in Accelerating Convolutional Neural Networks ICML 2018 Exploring Recombination for Efficient Decoding of Neural Machine Translation EMNLP 2018 Fast Approximate Natural Gradient Descent in a Kronecker Factored Eigenbasis NeurIPS 2018