Efficient Computing

Modular Networks: Learning to Decompose Neural Computation NeurIPS 2018 Modulated Convolutional Networks CVPR 2018 Moonshine: Distilling with Cheap Convolutions NeurIPS 2018 MorphNet: Fast & Simple Resource-Constrained Structure Learning of Deep Networks CVPR 2018 Multi-modal Sentence Summarization with Modality Attention and Image Filtering IJCAI 2018 Multi-Path Transport for RDMA in Datacenters NSDI 2018 Multiple Instance Learning for Efficient Sequential Data Classification on Resource-constrained Devices NeurIPS 2018 Multi-Scale Dense Networks for Resource Efficient Image Classification ICLR 2018 Music Source Activity Detection and Separation Using Deep Attractor Network Interspeech 2018 NestedNet: Learning Nested Sparse Structures in Deep Neural Networks CVPR 2018 Network Approximation using Tensor Sketching IJCAI 2018 Neural Adaptive Content-aware Internet Video Delivery OSDI 2018 Neural Proximal Gradient Descent for Compressive Imaging NeurIPS 2018 Neural Style Transfer via Meta Networks CVPR 2018 Norm-Ranging LSH for Maximum Inner Product Search NeurIPS 2018 Not All Samples Are Created Equal: Deep Learning with Importance Sampling ICML 2018 On b-bit Min-wise Hashing for Large-scale Regression and Classification with Sparse Data JMLR 2018 On-Device Neural Language Model Based Word Prediction COLING 2018 One-shot Coresets: The Case of k-Clustering AISTATS 2018 On Robust Trimming of Bayesian Network Classifiers IJCAI 2018 On the Application and Compression of Deep Time Delay Neural Network for Embedded Statistical Parametric Speech Synthesis Interspeech 2018 OpenNMT System Description for WNMT 2018: 800 words/sec on a single-core CPU ACL 2018 Optimization based Layer-wise Magnitude-based Pruning for DNN Compression IJCAI 2018 Optimizing Video Object Detection via a Scale-Time Lattice CVPR 2018 Pay-Per-Request Deployment of Neural Network Models Using Serverless Architectures NAACL 2018