computational efficiency

Delta Networks for Optimized Recurrent Network Computation ICML 2017 Efficient Nonmyopic Active Search ICML 2017 Learning Deep Architectures via Generalized Whitened Neural Networks ICML 2017 meProp: Sparsified Back Propagation for Accelerated Deep Learning with Reduced Overfitting ICML 2017 On-the-fly Operation Batching in Dynamic Computation Graphs NeurIPS 2017 Effect of Incomplete Meta-dataset on Average Ranking Method AutoML 2016 Fast Algorithms for Convolutional Neural Networks CVPR 2016 LightRNN: Memory and Computation-Efficient Recurrent Neural Networks NeurIPS 2016 More Supervision, Less Computation: Statistical-Computational Tradeoffs in Weakly Supervised Learning NeurIPS 2016 Computationally Bounded Retrieval CVPR 2015 Efficient Exact Gradient Update for training Deep Networks with Very Large Sparse Targets NeurIPS 2015 Hardware Compliant Approximate Image Codes CVPR 2015 Active Frame, Location, and Detector Selection for Automated and Manual Video Annotation CVPR 2014 Scalable Non-linear Learning with Adaptive Polynomial Expansions NeurIPS 2014 Speeding Up Tracking by Ignoring Features CVPR 2014 A Fast Approximate AIB Algorithm for Distributional Word Clustering CVPR 2013 A Randomized Mirror Descent Algorithm for Large Scale Multiple Kernel Learning ICML 2013 Computation-Risk Tradeoffs for Covariance-Thresholded Regression ICML 2013 Open Problem: Fast Stochastic Exp-Concave Optimization COLT 2013 What is the Most Efficient Way to Select Nearest Neighbor Candidates for Fast Approximate Nearest Neighbor Search? ICCV 2013 Exploiting spatial overlap to efficiently compute appearance distances between image windows NeurIPS 2011 Automatic online tuning for fast Gaussian summation NeurIPS 2008 SARSOP: Efficient Point-Based POMDP Planning by Approximating Optimally Reachable Belief Spaces RSS 2008 Ultrafast Monte Carlo for Statistical Summations NeurIPS 2007 A Hierarchy of Support Vector Machines for Pattern Detection JMLR 2006