Efficient Computing

Wiring Up Vision: Minimizing Supervised Synaptic Updates Needed to Produce a Primate Ventral Stream ICLR 2022 Wisdom of Committees: An Overlooked Approach To Faster and More Accurate Models ICLR 2022 XTC: Extreme Compression for Pre-trained Transformers Made Simple and Efficient NeurIPS 2022 YOLO-ReT: Towards High Accuracy Real-Time Object Detection on Edge GPUs WACV 2022 ZeroQuant: Efficient and Affordable Post-Training Quantization for Large-Scale Transformers NeurIPS 2022 Zero-shot AutoML with Pretrained Models ICML 2022 Zero-Shot Dynamic Quantization for Transformer Inference EMNLP 2022 zIO: Accelerating IO-Intensive Applications with Transparent Zero-Copy IO OSDI 2022 h-DBSCAN: A simple fast DBSCAN algorithm for big data ACML 2021 2D or not 2D? Adaptive 3D Convolution Selection for Efficient Video Recognition CVPR 2021 3D CNNs With Adaptive Temporal Feature Resolutions CVPR 2021 4-Bit Quantization of LSTM-Based Speech Recognition Models Interspeech 2021 A Block Minifloat Representation for Training Deep Neural Networks ICLR 2021 A Causal U-Net Based Neural Beamforming Network for Real-Time Multi-Channel Speech Enhancement Interspeech 2021 Accelerate CNNs from Three Dimensions: A Comprehensive Pruning Framework ICML 2021 Accelerating Atmospheric Turbulence Simulation via Learned Phase-to-Space Transform ICCV 2021 Accelerating BERT Inference for Sequence Labeling via Early-Exit ACL 2021 Accelerating Neural Architecture Search via Proxy Data IJCAI 2021 Accelerating Neural Machine Translation with Partial Word Embedding Compression AAAI 2021 Accurately Solving Rod Dynamics with Graph Learning NeurIPS 2021 Accurate Post Training Quantization With Small Calibration Sets ICML 2021 AC/DC: Alternating Compressed/DeCompressed Training of Deep Neural Networks NeurIPS 2021 AC-GC: Lossy Activation Compression with Guaranteed Convergence NeurIPS 2021 A comparative study on sampling with replacement vs Poisson sampling in optimal subsampling AISTATS 2021 A Compression-Compilation Co-Design Framework Towards Real-Time Object Detection on Mobile Devices AAAI 2021