Efficient Computing

Physics-Aware Downsampling with Deep Learning for Scalable Flood Modeling NeurIPS 2021 Picasso: A CUDA-Based Library for Deep Learning Over 3D Meshes CVPR 2021 Pi-NAS: Improving Neural Architecture Search by Reducing Supernet Training Consistency Shift ICCV 2021 Piper: Multidimensional Planner for DNN Parallelization NeurIPS 2021 PipeTransformer: Automated Elastic Pipelining for Distributed Training of Large-scale Models ICML 2021 Point-based Acoustic Scattering for Interactive Sound Propagation via Surface Encoding IJCAI 2021 Pollux: Co-adaptive Cluster Scheduling for Goodput-Optimized Deep Learning OSDI 2021 Polyjuice: High-Performance Transactions via Learned Concurrency Control OSDI 2021 Post-Training Quantization for Vision Transformer NeurIPS 2021 Post-training Quantization with Multiple Points: Mixed Precision without Mixed Precision AAAI 2021 Post-Training Sparsity-Aware Quantization NeurIPS 2021 Powerpropagation: A sparsity inducing weight reparameterisation NeurIPS 2021 Practical Real Time Recurrent Learning with a Sparse Approximation ICLR 2021 Practical Single-Image Super-Resolution Using Look-Up Table CVPR 2021 Precise Yet Efficient Semantic Calibration and Refinement in ConvNets for Real-time Polyp Segmentation from Colonoscopy Videos AAAI 2021 Predicting Forest Fire Using Remote Sensing Data And Machine Learning AAAI 2021 Predify: Augmenting deep neural networks with brain-inspired predictive coding dynamics NeurIPS 2021 Prefix-Tuning: Optimizing Continuous Prompts for Generation ACL 2021 Preserved central model for faster bidirectional compression in distributed settings NeurIPS 2021 Prioritized Architecture Sampling With Monto-Carlo Tree Search CVPR 2021 Product Review Translation: Parallel Corpus Creation and Robustness towards User-generated Noisy Text ACL 2021 ProFormer: Towards On-Device LSH Projection Based Transformers EACL 2021 Progressive Skeletonization: Trimming more fat from a network at initialization ICLR 2021 Pruning Neural Networks at Initialization: Why Are We Missing the Mark? ICLR 2021 PSTNet: Point Spatio-Temporal Convolution on Point Cloud Sequences ICLR 2021