Efficient Computing

Sparse Attention with Linear Units EMNLP 2021 Sparse Training via Boosting Pruning Plasticity with Neuroregeneration NeurIPS 2021 Sparsity and Sentence Structure in Encoder-Decoder Attention of Summarization Systems EMNLP 2021 Spatially-Adaptive Pixelwise Networks for Fast Image Translation CVPR 2021 Speeding Up Transformer Training By Using Dataset Subsampling - An Exploratory Analysis EMNLP 2021 STAR: A Structure-Aware Lightweight Transformer for Real-Time Image Enhancement ICCV 2021 Step-Ahead Error Feedback for Distributed Training with Compressed Gradient AAAI 2021 SwiftNet: Real-Time Video Object Segmentation CVPR 2021 TensorHive: Management of Exclusive GPU Access for Distributed Machine Learning Workloads JMLR 2021 TenTrans High-Performance Inference Toolkit for WMT2021 Efficiency Task EMNLP 2021 The NiuTrans System for the WMT 2021 Efficiency Task EMNLP 2021 Towards Compact CNNs via Collaborative Compression CVPR 2021 Towards Stable and Robust AdderNets NeurIPS 2021 Training Adaptive Computation for Open-Domain Question Answering with Computational Constraints ACL 2021 Training Neural Networks with Fixed Sparse Masks NeurIPS 2021 TranslateLocally: Blazing-fast translation running on the local CPU EMNLP 2021 TRQ: Ternary Neural Networks With Residual Quantization AAAI 2021 Turning Frequency to Resolution: Video Super-Resolution via Event Cameras CVPR 2021 Using Remote Sensing Imagery and Machine Learning to Predict Poaching in Wildlife Conservation Parks AAAI 2021 Value-aware Approximate Attention EMNLP 2021 VAULT: VAriable Unified Long Text Representation for Machine Reading Comprehension ACL 2021 When Attention Meets Fast Recurrence: Training Language Models with Reduced Compute EMNLP 2021 WrapNet: Neural Net Inference with Ultra-Low-Precision Arithmetic ICLR 2021 AANet: Adaptive Aggregation Network for Efficient Stereo Matching CVPR 2020 Abusive Language Detection using Syntactic Dependency Graphs EMNLP 2020