computational efficiency

Funnel-Transformer: Filtering out Sequential Redundancy for Efficient Language Processing NeurIPS 2020 Gain with no Pain: Efficiency of Kernel-PCA by Nyström Sampling AISTATS 2020 Harmonic Lowering for Accelerating Harmonic Convolution for Audio Signals Interspeech 2020 Learning When and Where to Zoom With Deep Reinforcement Learning CVPR 2020 Less Is Better: Unweighted Data Subsampling via Influence Function AAAI 2020 Localizing Grouped Instances for Efficient Detection in Low-Resource Scenarios WACV 2020 SAC: Accelerating and Structuring Self-Attention via Sparse Adaptive Connection NeurIPS 2020 Scale down Transformer by Grouping Features for a Lightweight Character-level Language Model COLING 2020 Semantics-Guided Neural Networks for Efficient Skeleton-Based Human Action Recognition CVPR 2020 Sparse Weight Activation Training NeurIPS 2020 Top-KAST: Top-K Always Sparse Training NeurIPS 2020 A Convolutional Neural Network with Non-Local Module for Speech Enhancement Interspeech 2019 AdaFrame: Adaptive Frame Selection for Fast Video Recognition CVPR 2019 Adaptative Inference Cost With Convolutional Neural Mixture Models ICCV 2019 ARMIN: Towards a More Efficient and Light-weight Recurrent Memory Network IJCAI 2019 AutoFocus: Efficient Multi-Scale Inference ICCV 2019 Decoders Matter for Semantic Segmentation: Data-Dependent Decoding Enables Flexible Feature Aggregation CVPR 2019 Efficient Segmentation: Learning Downsampling Near Semantic Boundaries ICCV 2019 Faster Boosting with Smaller Memory NeurIPS 2019 FIESTA: Fast IdEntification of State-of-The-Art models using adaptive bandit algorithms ACL 2019 Interactive Evidence Detection: train state-of-the-art model out-of-domain or simple model interactively? EMNLP 2019 Marginal Posterior Sampling for Slate Bandits IJCAI 2019 More Is Less: Learning Efficient Video Representations by Big-Little Network and Depthwise Temporal Aggregation NeurIPS 2019 Processing Megapixel Images with Deep Attention-Sampling Models ICML 2019 Reduced Order vs. Discretized Lumped System Models with Absolute and Relative States for Continuum Manipulators RSS 2019