Efficient Computing

SACoD: Sensor Algorithm Co-Design Towards Efficient CNN-Powered Intelligent PhlatCam ICCV 2021 SAFENet: A Secure, Accurate and Fast Neural Network Inference ICLR 2021 Scalable Differential Privacy With Sparse Network Finetuning CVPR 2021 Scaling Multi-Agent Reinforcement Learning with Selective Parameter Sharing ICML 2021 Scaling Semantic Segmentation Beyond 1K Classes on a Single GPU ICCV 2021 Scaling Vision with Sparse Mixture of Experts NeurIPS 2021 Searching by Generating: Flexible and Efficient One-Shot NAS With Architecture Generator CVPR 2021 Searching for Efficient Transformers for Language Modeling NeurIPS 2021 Searching for Fast Model Families on Datacenter Accelerators CVPR 2021 SEDONA: Search for Decoupled Neural Networks toward Greedy Block-wise Learning ICLR 2021 Seesaw Loss for Long-Tailed Instance Segmentation CVPR 2021 Selecting Informative Contexts Improves Language Model Fine-tuning ACL 2021 Selective Feature Compression for Efficient Activity Recognition Inference ICCV 2021 Self-Supervised Learning of Compressed Video Representations ICLR 2021 SGD Generalizes Better Than GD (And Regularization Doesn’t Help) COLT 2021 SGD with low-dimensional gradients with applications to private and distributed learning UAI 2021 Shades of BLEU, Flavours of Success: The Case of MultiWOZ ACL 2021 Shapeshifter: a Parameter-efficient Transformer using Factorized Reshaped Matrices NeurIPS 2021 Ship Compute or Ship Data? Why Not Both? NSDI 2021 Should we find another model?: Improving Neural Machine Translation Performance with ONE-Piece Tokenization Method without Model Modification NAACL 2021 SimiGrad: Fine-Grained Adaptive Batching for Large Scale Training using Gradient Similarity Measurement NeurIPS 2021 Simple and Effective Unsupervised Redundancy Elimination to Compress Dense Vectors for Passage Retrieval EMNLP 2021 Simple Spectral Graph Convolution ICLR 2021 Simplifying Backscatter Deployment: Full-Duplex LoRa Backscatter NSDI 2021 SIPSA-Net: Shift-Invariant Pan Sharpening With Moving Object Alignment for Satellite Imagery CVPR 2021