Efficient Computing

ESPNetv2: A Light-Weight, Power Efficient, and General Purpose Convolutional Neural Network CVPR 2019 Explicitly Imposing Constraints in Deep Networks via Conditional Gradients Gives Improved Generalization and Faster Convergence AAAI 2019 Fast Low-rank Metric Learning for Large-scale and High-dimensional Data NeurIPS 2019 FBNet: Hardware-Aware Efficient ConvNet Design via Differentiable Neural Architecture Search CVPR 2019 Filter Pruning via Geometric Median for Deep Convolutional Neural Networks Acceleration CVPR 2019 Flambé: A Customizable Framework for Machine Learning Experiments ACL 2019 Focused Quantization for Sparse CNNs NeurIPS 2019 GPipe: Efficient Training of Giant Neural Networks using Pipeline Parallelism NeurIPS 2019 HAQ: Hardware-Aware Automated Quantization With Mixed Precision CVPR 2019 HetConv: Heterogeneous Kernel-Based Convolutions for Deep CNNs CVPR 2019 High-Dimensional Optimization in Adaptive Random Subspaces NeurIPS 2019 Hint-Based Training for Non-Autoregressive Machine Translation EMNLP 2019 Hybrid 8-bit Floating Point (HFP8) Training and Inference for Deep Neural Networks NeurIPS 2019 Importance Estimation for Neural Network Pruning CVPR 2019 In Defense of Pre-Trained ImageNet Architectures for Real-Time Semantic Segmentation of Road-Driving Images CVPR 2019 In-Place Zero-Space Memory Protection for CNN NeurIPS 2019 KCNN: Kernel-wise Quantization to Remarkably Decrease Multiplications in Convolutional Neural Network IJCAI 2019 Learning Anytime Predictions in Neural Networks via Adaptive Loss Balancing AAAI 2019 Learning-Based Low-Rank Approximations NeurIPS 2019 Learning Channel-Wise Interactions for Binary Convolutional Neural Networks CVPR 2019 Learning Compressed Sentence Representations for On-Device Text Processing ACL 2019 Learning Image and Video Compression Through Spatial-Temporal Energy Compaction CVPR 2019 Lightweight and Efficient Neural Natural Language Processing with Quaternion Networks ACL 2019 LiteEval: A Coarse-to-Fine Framework for Resource Efficient Video Recognition NeurIPS 2019 Logistic Regression on Homomorphic Encrypted Data at Scale AAAI 2019