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Efficient Computing

1,579 papers

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Papers

A Theoretically Guaranteed Deep Optimization Framework for Robust Compressive Sensing MRI AAAI 2019
Super Sparse Convolutional Neural Networks AAAI 2019
Explicitly Imposing Constraints in Deep Networks via Conditional Gradients Gives Improved Generalization and Faster Convergence AAAI 2019
Universal Approximation Property and Equivalence of Stochastic Computing-Based Neural Networks and Binary Neural Networks AAAI 2019
Balanced Sparsity for Efficient DNN Inference on GPU AAAI 2019
Active Mini-Batch Sampling Using Repulsive Point Processes AAAI 2019
Projection Convolutional Neural Networks for 1-bit CNNs via Discrete Back Propagation AAAI 2019
Efficient Image Retrieval via Decoupling Diffusion into Online and Offline Processing AAAI 2019
Logistic Regression on Homomorphic Encrypted Data at Scale AAAI 2019
Learning Compressed Sentence Representations for On-Device Text Processing ACL 2019
Adaptive Attention Span in Transformers ACL 2019
Lightweight and Efficient Neural Natural Language Processing with Quaternion Networks ACL 2019
A Lightweight Recurrent Network for Sequence Modeling ACL 2019
On-device Structured and Context Partitioned Projection Networks ACL 2019
Real-Time Open-Domain Question Answering with Dense-Sparse Phrase Index ACL 2019
Flambé: A Customizable Framework for Machine Learning Experiments ACL 2019
Adaptive Ensemble Prediction for Deep Neural Networks based on Confidence Level AISTATS 2019
Neural Rejuvenation: Improving Deep Network Training by Enhancing Computational Resource Utilization CVPR 2019
SSN: Learning Sparse Switchable Normalization via SparsestMax CVPR 2019
Learning Channel-Wise Interactions for Binary Convolutional Neural Networks CVPR 2019
Decoders Matter for Semantic Segmentation: Data-Dependent Decoding Enables Flexible Feature Aggregation CVPR 2019
Filter Pruning via Geometric Median for Deep Convolutional Neural Networks Acceleration CVPR 2019
Deeper and Wider Siamese Networks for Real-Time Visual Tracking CVPR 2019
Reversible GANs for Memory-Efficient Image-To-Image Translation CVPR 2019
HetConv: Heterogeneous Kernel-Based Convolutions for Deep CNNs CVPR 2019