Efficient Computing

Rethinking Architecture Selection in Differentiable NAS ICLR 2021 Rethinking BiSeNet for Real-Time Semantic Segmentation CVPR 2021 Rethinking Channel Dimensions for Efficient Model Design CVPR 2021 Rethinking Coarse-To-Fine Approach in Single Image Deblurring ICCV 2021 Rethinking Perturbations in Encoder-Decoders for Fast Training NAACL 2021 Rethinking the Pruning Criteria for Convolutional Neural Network NeurIPS 2021 Retinex-Inspired Unrolling With Cooperative Prior Architecture Search for Low-Light Image Enhancement CVPR 2021 RETRIEVE: Coreset Selection for Efficient and Robust Semi-Supervised Learning NeurIPS 2021 Revisiting Co-Occurring Directions: Sharper Analysis and Efficient Algorithm for Sparse Matrices AAAI 2021 Revisiting Dynamic Convolution via Matrix Decomposition ICLR 2021 Revisiting Locally Supervised Learning: an Alternative to End-to-end Training ICLR 2021 Revisiting Rainbow: Promoting more insightful and inclusive deep reinforcement learning research ICML 2021 RGPNet: A Real-Time General Purpose Semantic Segmentation WACV 2021 River: machine learning for streaming data in Python JMLR 2021 RMSMP: A Novel Deep Neural Network Quantization Framework With Row-Wise Mixed Schemes and Multiple Precisions ICCV 2021 RoboFlow: a Data-centric Workflow Management System for Developing AI-enhanced Robots CoRL 2021 Robust and Fully-Dynamic Coreset for Continuous-and-Bounded Learning (With Outliers) Problems NeurIPS 2021 Robust Continuous On-Device Personalization for Automatic Speech Recognition Interspeech 2021 Robust Learning-Augmented Caching: An Experimental Study ICML 2021 ROSITA: Refined BERT cOmpreSsion with InTegrAted techniques AAAI 2021 RT3D: Achieving Real-Time Execution of 3D Convolutional Neural Networks on Mobile Devices AAAI 2021 Running BGP in Data Centers at Scale NSDI 2021 S$^3$: Sign-Sparse-Shift Reparametrization for Effective Training of Low-bit Shift Networks NeurIPS 2021 S3-Net: A Fast and Lightweight Video Scene Understanding Network by Single-Shot Segmentation WACV 2021 SA-BNN: State-Aware Binary Neural Network AAAI 2021