Optimization & Theory

Short-Dot: Computing Large Linear Transforms Distributedly Using Coded Short Dot Products NeurIPS 2016 Solving Random Systems of Quadratic Equations via Truncated Generalized Gradient Flow NeurIPS 2016 Sparseness Meets Deepness: 3D Human Pose Estimation From Monocular Video CVPR 2016 Sparsifying Neural Network Connections for Face Recognition CVPR 2016 Spatially Binned ROC: A Comprehensive Saliency Metric CVPR 2016 Split LBI: An Iterative Regularization Path with Structural Sparsity NeurIPS 2016 Staple: Complementary Learners for Real-Time Tracking CVPR 2016 Sublabel-Accurate Relaxation of Nonconvex Energies CVPR 2016 The Sound of APALM Clapping: Faster Nonsmooth Nonconvex Optimization with Stochastic Asynchronous PALM NeurIPS 2016 Tight Complexity Bounds for Optimizing Composite Objectives NeurIPS 2016 Toward Deeper Understanding of Neural Networks: The Power of Initialization and a Dual View on Expressivity NeurIPS 2016 Towards More Efficient SPSD Matrix Approximation and CUR Matrix Decomposition JMLR 2016 Train faster, generalize better: Stability of stochastic gradient descent ICML 2016 Trust No One: Low Rank Matrix Factorization Using Hierarchical RANSAC CVPR 2016 Use of Generalised Nonlinearity in Vector Taylor Series Noise Compensation for Robust Speech Recognition Interspeech 2016 Using Spatial Order to Boost the Elimination of Incorrect Feature Matches CVPR 2016 Video-Story Composition via Plot Analysis CVPR 2016 Yggdrasil: An Optimized System for Training Deep Decision Trees at Scale NeurIPS 2016 A Complete Recipe for Stochastic Gradient MCMC NeurIPS 2015 A Dynamic Convolutional Layer for Short Range Weather Prediction CVPR 2015 A fast, universal algorithm to learn parametric nonlinear embeddings NeurIPS 2015 A Modified Orthant-Wise Limited Memory Quasi-Newton Method with Convergence Analysis ICML 2015 A Multi-Plane Block-Coordinate Frank-Wolfe Algorithm for Training Structural SVMs With a Costly Max-Oracle CVPR 2015 A Projection Free Method for Generalized Eigenvalue Problem With a Nonsmooth Regularizer ICCV 2015 A Stable Multi-Scale Kernel for Topological Machine Learning CVPR 2015