Efficient Computing

Scaling Memory-Augmented Neural Networks with Sparse Reads and Writes NeurIPS 2016 Short-Dot: Computing Large Linear Transforms Distributedly Using Coded Short Dot Products NeurIPS 2016 Simple and Efficient Weighted Minwise Hashing NeurIPS 2016 Single Image Object Modeling Based on BRDF and R-Surfaces Learning CVPR 2016 Slicer: Auto-Sharding for Datacenter Applications OSDI 2016 Small-Footprint Deep Neural Networks with Highway Connections for Speech Recognition Interspeech 2016 SPSD Matrix Approximation vis Column Selection: Theories, Algorithms, and Extensions JMLR 2016 Succinct Data Structures for NLP-at-Scale COLING 2016 Supervised Quantization for Similarity Search CVPR 2016 Towards More Efficient SPSD Matrix Approximation and CUR Matrix Decomposition JMLR 2016 Two-Stage Temporal Processing for Single-Channel Speech Enhancement Interspeech 2016 When Naive Bayes Nearest Neighbors Meet Convolutional Neural Networks CVPR 2016 Yak: A High-Performance Big-Data-Friendly Garbage Collector OSDI 2016 Yggdrasil: An Optimized System for Training Deep Decision Trees at Scale NeurIPS 2016 A Convex Optimization Approach to Robust Fundamental Matrix Estimation CVPR 2015 Adaptive Hashing for Fast Similarity Search ICCV 2015 A Dual Augmented Block Minimization Framework for Learning with Limited Memory NeurIPS 2015 A Generalization of Submodular Cover via the Diminishing Return Property on the Integer Lattice NeurIPS 2015 An NMF Perspective on Binary Hashing ICCV 2015 Approximating Sparse PCA from Incomplete Data NeurIPS 2015 A Scalable Algorithm for Structured Kernel Feature Selection AISTATS 2015 A Square Root Inverse Filter for Efficient Vision-aided Inertial Navigation on Mobile Devices RSS 2015 Backpropagation for Energy-Efficient Neuromorphic Computing NeurIPS 2015 BinaryConnect: Training Deep Neural Networks with binary weights during propagations NeurIPS 2015 Blitz: A Principled Meta-Algorithm for Scaling Sparse Optimization ICML 2015