Efficient Computing

NAS-Bench-x11 and the Power of Learning Curves NeurIPS 2021 NAS-HPO-Bench-II: A Benchmark Dataset on Joint Optimization of Convolutional Neural Network Architecture and Training Hyperparameters ACML 2021 NB-MLM: Efficient Domain Adaptation of Masked Language Models for Sentiment Analysis EMNLP 2021 Near-Optimal Entrywise Sampling of Numerically Sparse Matrices COLT 2021 NetAdaptV2: Efficient Neural Architecture Search With Fast Super-Network Training and Architecture Optimization CVPR 2021 Net-DNF: Effective Deep Modeling of Tabular Data ICLR 2021 Network Pruning via Performance Maximization CVPR 2021 Network Quantization With Element-Wise Gradient Scaling CVPR 2021 Neural Architecture Search of SPD Manifold Networks IJCAI 2021 Neural Function Modules with Sparse Arguments: A Dynamic Approach to Integrating Information across Layers AISTATS 2021 Neural Routing by Memory NeurIPS 2021 Neural Side-by-Side: Predicting Human Preferences for No-Reference Super-Resolution Evaluation CVPR 2021 NeuroBEM: Hybrid Aerodynamic Quadrotor Model RSS 2021 NeurST: Neural Speech Translation Toolkit ACL 2021 NLP-IIS@UT at SemEval-2021 Task 4: Machine Reading Comprehension using the Long Document Transformer SemEval 2021 Non-Autoregressive Semantic Parsing for Compositional Task-Oriented Dialog NAACL 2021 Non-PSD matrix sketching with applications to regression and optimization UAI 2021 Not All Images are Worth 16x16 Words: Dynamic Transformers for Efficient Image Recognition NeurIPS 2021 NPAS: A Compiler-Aware Framework of Unified Network Pruning and Architecture Search for Beyond Real-Time Mobile Acceleration CVPR 2021 NUQSGD: Provably Communication-efficient Data-parallel SGD via Nonuniform Quantization JMLR 2021 NxMTransformer: Semi-Structured Sparsification for Natural Language Understanding via ADMM NeurIPS 2021 OctField: Hierarchical Implicit Functions for 3D Modeling NeurIPS 2021 Once Quantization-Aware Training: High Performance Extremely Low-Bit Architecture Search ICCV 2021 On-Device Streaming Transformer-Based End-to-End Speech Recognition Interspeech 2021 On-Device Text Representations Robust To Misspellings via Projections EACL 2021