Efficient Computing

A Compression-Compilation Framework for On-mobile Real-time BERT Applications IJCAI 2021 ACT: an Attentive Convolutional Transformer for Efficient Text Classification AAAI 2021 ActNN: Reducing Training Memory Footprint via 2-Bit Activation Compressed Training ICML 2021 Adaptive Focus for Efficient Video Recognition ICCV 2021 AdaSGN: Adapting Joint Number and Model Size for Efficient Skeleton-Based Action Recognition ICCV 2021 Adder Attention for Vision Transformer NeurIPS 2021 AdderSR: Towards Energy Efficient Image Super-Resolution CVPR 2021 A description and demonstration of SAFAR framework EACL 2021 A Deterministic Streaming Sketch for Ridge Regression AISTATS 2021 Advanced Long-Context End-to-End Speech Recognition Using Context-Expanded Transformers Interspeech 2021 (AF)2-S3Net: Attentive Feature Fusion With Adaptive Feature Selection for Sparse Semantic Segmentation Network CVPR 2021 A Flexible Framework for Communication-Efficient Machine Learning AAAI 2021 A Global Past-Future Early Exit Method for Accelerating Inference of Pre-trained Language Models NAACL 2021 A Greedy Algorithm for Quantizing Neural Networks JMLR 2021 AIRCODE: Hidden Screen-Camera Communication on an Invisible and Inaudible Dual Channel NSDI 2021 Aligned Structured Sparsity Learning for Efficient Image Super-Resolution NeurIPS 2021 A Linearly Convergent Algorithm for Decentralized Optimization: Sending Less Bits for Free! AISTATS 2021 Alternating Direction Method of Multipliers for Quantization AISTATS 2021 Amata: An Annealing Mechanism for Adversarial Training Acceleration AAAI 2021 Amortized Neural Networks for Low-Latency Speech Recognition Interspeech 2021 A Multi-step-ahead Markov Conditional Forward Model with Cube Perturbations for Extreme Weather Forecasting AAAI 2021 An Architecture for Accelerated Large-Scale Inference of Transformer-Based Language Models NAACL 2021 An Efficient Streaming Non-Recurrent On-Device End-to-End Model with Improvements to Rare-Word Modeling Interspeech 2021 Any-Precision Deep Neural Networks AAAI 2021 Anytime Depth Estimation with Limited Sensing and Computation Capabilities on Mobile Devices CoRL 2021