Efficient Computing

Self-Governing Neural Networks for On-Device Short Text Classification EMNLP 2018 Shift: A Zero FLOP, Zero Parameter Alternative to Spatial Convolutions CVPR 2018 ShuffleNet: An Extremely Efficient Convolutional Neural Network for Mobile Devices CVPR 2018 SING: Symbol-to-Instrument Neural Generator NeurIPS 2018 Sisyphus, a Workflow Manager Designed for Machine Translation and Automatic Speech Recognition EMNLP 2018 Snap ML: A Hierarchical Framework for Machine Learning NeurIPS 2018 SNIPER: Efficient Multi-Scale Training NeurIPS 2018 Soft Filter Pruning for Accelerating Deep Convolutional Neural Networks IJCAI 2018 Solving Separable Nonsmooth Problems Using Frank-Wolfe with Uniform Affine Approximations IJCAI 2018 Sparse Persistent RNNs: Squeezing Large Recurrent Networks On-Chip ICLR 2018 SPLATNet: Sparse Lattice Networks for Point Cloud Processing CVPR 2018 Spline Filters For End-to-End Deep Learning ICML 2018 SplineNets: Continuous Neural Decision Graphs NeurIPS 2018 Spotlight: Optimizing Device Placement for Training Deep Neural Networks ICML 2018 SSR-Net: A Compact Soft Stagewise Regression Network for Age Estimation IJCAI 2018 Statistical and Computational Trade-Offs in Kernel K-Means NeurIPS 2018 Statistical Model Compression for Small-Footprint Natural Language Understanding Interspeech 2018 Stochastic Downsampling for Cost-Adjustable Inference and Improved Regularization in Convolutional Networks CVPR 2018 StrassenNets: Deep Learning with a Multiplication Budget ICML 2018 Structured Word Embedding for Low Memory Neural Network Language Model Interspeech 2018 Super-Resolving Very Low-Resolution Face Images With Supplementary Attributes CVPR 2018 Synaptic Strength For Convolutional Neural Network NeurIPS 2018 SyntaViz: Visualizing Voice Queries through a Syntax-Driven Hierarchical Ontology EMNLP 2018 SYQ: Learning Symmetric Quantization for Efficient Deep Neural Networks CVPR 2018 Systems AI: A Declarative Learning Based Programming Perspective IJCAI 2018