Efficient Computing

Sketch based Memory for Neural Networks AISTATS 2021 Skip-Convolutions for Efficient Video Processing CVPR 2021 SkipW: Resource Adaptable RNN with Strict Upper Computational Limit ICLR 2021 Skyformer: Remodel Self-Attention with Gaussian Kernel and Nystr\"om Method NeurIPS 2021 Slimmable Compressive Autoencoders for Practical Neural Image Compression CVPR 2021 Slow Learning and Fast Inference: Efficient Graph Similarity Computation via Knowledge Distillation NeurIPS 2021 SLTEV: Comprehensive Evaluation of Spoken Language Translation EACL 2021 SmallER: Scaling Neural Entity Resolution for Edge Devices Interspeech 2021 SMART Frame Selection for Action Recognition AAAI 2021 SmBoP: Semi-autoregressive Bottom-up Semantic Parsing ACL 2021 Snowflake: Scaling GNNs to high-dimensional continuous control via parameter freezing NeurIPS 2021 Softmax Tree: An Accurate, Fast Classifier When the Number of Classes Is Large EMNLP 2021 SOFT: Softmax-free Transformer with Linear Complexity NeurIPS 2021 SoundDet: Polyphonic Moving Sound Event Detection and Localization from Raw Waveform ICML 2021 Sparse is Enough in Scaling Transformers NeurIPS 2021 Sparse Tensor Additive Regression JMLR 2021 Sparsity and Sentence Structure in Encoder-Decoder Attention of Summarization Systems EMNLP 2021 Sparsity in Deep Learning: Pruning and growth for efficient inference and training in neural networks JMLR 2021 SPDE-Net: Neural Network based prediction of stabilization parameter for SUPG technique ACML 2021 Speechformer: Reducing Information Loss in Direct Speech Translation EMNLP 2021 Speed up Training with Variable Length Inputs by Efficient Batching Strategies Interspeech 2021 Speedy Performance Estimation for Neural Architecture Search NeurIPS 2021 Spike-Thrift: Towards Energy-Efficient Deep Spiking Neural Networks by Limiting Spiking Activity via Attention-Guided Compression WACV 2021 SpreadsheetCoder: Formula Prediction from Semi-structured Context ICML 2021 Stable-Baselines3: Reliable Reinforcement Learning Implementations JMLR 2021