Efficient Computing

GNNAdvisor: An Adaptive and Efficient Runtime System for GNN Acceleration on GPUs OSDI 2021 GNNAutoScale: Scalable and Expressive Graph Neural Networks via Historical Embeddings ICML 2021 Gradient Forward-Propagation for Large-Scale Temporal Video Modelling CVPR 2021 GRAD-MATCH: Gradient Matching based Data Subset Selection for Efficient Deep Model Training ICML 2021 Graph Coarsening with Neural Networks ICLR 2021 Group Fisher Pruning for Practical Network Compression ICML 2021 Growing Efficient Deep Networks by Structured Continuous Sparsification ICLR 2021 Handling Out-Of-Vocabulary Problem in Hangeul Word Embeddings EACL 2021 HardCoRe-NAS: Hard Constrained diffeRentiable Neural Architecture Search ICML 2021 Hardware-adaptive Efficient Latency Prediction for NAS via Meta-Learning NeurIPS 2021 Hardware-Aware Neural Architecture Search: Survey and Taxonomy IJCAI 2021 Hardware-friendly Deep Learning by Network Quantization and Binarization IJCAI 2021 Hash Layers For Large Sparse Models NeurIPS 2021 HAWQ-V3: Dyadic Neural Network Quantization ICML 2021 HDR Environment Map Estimation for Real-Time Augmented Reality CVPR 2021 Heavy Tails in SGD and Compressibility of Overparametrized Neural Networks NeurIPS 2021 HeteroFL: Computation and Communication Efficient Federated Learning for Heterogeneous Clients ICLR 2021 Heterogeneous Grid Convolution for Adaptive, Efficient, and Controllable Computation CVPR 2021 HetSeq: Distributed GPU Training on Heterogeneous Infrastructure AAAI 2021 High-Capacity Expert Binary Networks ICLR 2021 High-Fidelity and Low-Latency Universal Neural Vocoder Based on Multiband WaveRNN with Data-Driven Linear Prediction for Discrete Waveform Modeling Interspeech 2021 Histogram Transform Ensembles for Large-scale Regression JMLR 2021 Holistic Filter Pruning for Efficient Deep Neural Networks WACV 2021 Horcrux: Automatic JavaScript Parallelism for Resource-Efficient Web Computation OSDI 2021 Householder Sketch for Accurate and Accelerated Least-Mean-Squares Solvers ICML 2021