Efficient Computing

Check-N-Run: a Checkpointing System for Training Deep Learning Recommendation Models NSDI 2022 CHEX: CHannel EXploration for CNN Model Compression CVPR 2022 Clean or Annotate: How to Spend a Limited Data Collection Budget NAACL 2022 ClimbQ: Class Imbalanced Quantization Enabling Robustness on Efficient Inferences NeurIPS 2022 CLIPDraw: Exploring Text-to-Drawing Synthesis through Language-Image Encoders NeurIPS 2022 ClusterFormer: Neural Clustering Attention for Efficient and Effective Transformer ACL 2022 CMT: Convolutional Neural Networks Meet Vision Transformers CVPR 2022 CNN for Modeling Sanskrit Originated Bengali and Hindi Language AACL 2022 Coarsening the Granularity: Towards Structurally Sparse Lottery Tickets ICML 2022 Coarse-to-Fine Embedded PatchMatch and Multi-Scale Dynamic Aggregation for Reference-Based Super-resolution AAAI 2022 Coarse-To-Fine Q-Attention: Efficient Learning for Visual Robotic Manipulation via Discretisation CVPR 2022 Cocktail: A Multidimensional Optimization for Model Serving in Cloud NSDI 2022 Collaboration of Experts: Achieving 80% Top-1 Accuracy on ImageNet with 100M FLOPs ICML 2022 Communication-Compressed Adaptive Gradient Method for Distributed Nonconvex Optimization AISTATS 2022 Compact Token Representations with Contextual Quantization for Efficient Document Re-ranking ACL 2022 Compressed Rule Ensemble Learning AISTATS 2022 Compressed-VFL: Communication-Efficient Learning with Vertically Partitioned Data ICML 2022 Compressing Models With Few Samples: Mimicking Then Replacing CVPR 2022 Compressing Sentence Representation for Semantic Retrieval via Homomorphic Projective Distillation ACL 2022 Compression of Generative Pre-trained Language Models via Quantization ACL 2022 Compressive Single-Photon 3D Cameras CVPR 2022 Compute Cost Amortized Transformer for Streaming ASR Interspeech 2022 Concurrent Adversarial Learning for Large-Batch Training ICLR 2022 Condensing CNNs With Partial Differential Equations CVPR 2022 Conditional Generative Model Based Predicate-Aware Query Approximation AAAI 2022