Efficient Computing

Frequency-Domain Dynamic Pruning for Convolutional Neural Networks NeurIPS 2018 Frustratingly Easy Model Ensemble for Abstractive Summarization EMNLP 2018 Fully Neural Network Based Speech Recognition on Mobile and Embedded Devices NeurIPS 2018 Gandiva: Introspective Cluster Scheduling for Deep Learning OSDI 2018 Generalized chart constraints for efficient PCFG and TAG parsing ACL 2018 GPyTorch: Blackbox Matrix-Matrix Gaussian Process Inference with GPU Acceleration NeurIPS 2018 Gradient Sparsification for Communication-Efficient Distributed Optimization NeurIPS 2018 GradiVeQ: Vector Quantization for Bandwidth-Efficient Gradient Aggregation in Distributed CNN Training NeurIPS 2018 Gradually Updated Neural Networks for Large-Scale Image Recognition ICML 2018 Guide Me: Interacting With Deep Networks CVPR 2018 Heterogeneous Bitwidth Binarization in Convolutional Neural Networks NeurIPS 2018 HexaConv ICLR 2018 High Performance Zero-Memory Overhead Direct Convolutions ICML 2018 High Resolution Feature Recovering for Accelerating Urban Scene Parsing IJCAI 2018 HitNet: Hybrid Ternary Recurrent Neural Network NeurIPS 2018 HydraNets: Specialized Dynamic Architectures for Efficient Inference CVPR 2018 Hyperband: A Novel Bandit-Based Approach to Hyperparameter Optimization JMLR 2018 Improving Online Algorithms via ML Predictions NeurIPS 2018 Incremental Decoding and Training Methods for Simultaneous Translation in Neural Machine Translation NAACL 2018 In-Hand Manipulation via Motion Cones RSS 2018 In-Place Activated BatchNorm for Memory-Optimized Training of DNNs CVPR 2018 Interleaved Structured Sparse Convolutional Neural Networks CVPR 2018 Iron: Isolating Network-based CPU in Container Environments NSDI 2018 Is Generator Conditioning Causally Related to GAN Performance? ICML 2018 Joint Active Feature Acquisition and Classification with Variable-Size Set Encoding NeurIPS 2018