Efficient Computing

Multi-Unit Transformers for Neural Machine Translation EMNLP 2020 MUXConv: Information Multiplexing in Convolutional Neural Networks CVPR 2020 NanoFlow: Scalable Normalizing Flows with Sublinear Parameter Complexity NeurIPS 2020 Network Adjustment: Channel Search Guided by FLOPs Utilization Ratio CVPR 2020 Neural Architecture Search for Lightweight Non-Local Networks CVPR 2020 Neuromorphic Camera Guided High Dynamic Range Imaging CVPR 2020 Nimble: Lightweight and Parallel GPU Task Scheduling for Deep Learning NeurIPS 2020 Norm-Explicit Quantization: Improving Vector Quantization for Maximum Inner Product Search AAAI 2020 Once-for-All Adversarial Training: In-Situ Tradeoff between Robustness and Accuracy for Free NeurIPS 2020 On the Acceleration of Deep Learning Model Parallelism With Staleness CVPR 2020 On the Discrepancy between the Theoretical Analysis and Practical Implementations of Compressed Communication for Distributed Deep Learning AAAI 2020 Overview of the SustaiNLP 2020 Shared Task EMNLP 2020 Partial Weight Adaptation for Robust DNN Inference CVPR 2020 Patch Proposal Network for Fast Semantic Segmentation of High-Resolution Images AAAI 2020 PCONV: The Missing but Desirable Sparsity in DNN Weight Pruning for Real-Time Execution on Mobile Devices AAAI 2020 Perceptual Quality Assessment of Smartphone Photography CVPR 2020 Predicting AC Optimal Power Flows: Combining Deep Learning and Lagrangian Dual Methods AAAI 2020 Privacy Amplification via Random Check-Ins NeurIPS 2020 Quadtree Generating Networks: Efficient Hierarchical Scene Parsing with Sparse Convolutions WACV 2020 Quantized Compressive Sampling of Stochastic Gradients for Efficient Communication in Distributed Deep Learning AAAI 2020 RandLA-Net: Efficient Semantic Segmentation of Large-Scale Point Clouds CVPR 2020 Real-Time Panoptic Segmentation From Dense Detections CVPR 2020 Reformer: The Efficient Transformer ICLR 2020 Resolution Adaptive Networks for Efficient Inference CVPR 2020 ReSprop: Reuse Sparsified Backpropagation CVPR 2020