Optimization

A Kernel Loss for Solving the Bellman Equation NeurIPS 2019 A Kernel Perspective for Regularizing Deep Neural Networks ICML 2019 A Latent Variational Framework for Stochastic Optimization NeurIPS 2019 Algorithmic Analysis and Statistical Estimation of SLOPE via Approximate Message Passing NeurIPS 2019 Algorithmic Framework for Model-based Deep Reinforcement Learning with Theoretical Guarantees ICLR 2019 Algorithms for Average Regret Minimization AAAI 2019 A Linearly Convergent Method for Non-Smooth Non-Convex Optimization on the Grassmannian with Applications to Robust Subspace and Dictionary Learning NeurIPS 2019 ALISTA: Analytic Weights Are As Good As Learned Weights in LISTA ICLR 2019 Almost surely constrained convex optimization ICML 2019 A Local Block Coordinate Descent Algorithm for the CSC Model CVPR 2019 Alternating Minimizations Converge to Second-Order Optimal Solutions ICML 2019 A Mean Field Theory of Quantized Deep Networks: The Quantization-Depth Trade-Off NeurIPS 2019 A Memoization Framework for Scaling Submodular Optimization to Large Scale Problems AISTATS 2019 AM-LFS: AutoML for Loss Function Search ICCV 2019 Amortized Bethe Free Energy Minimization for Learning MRFs NeurIPS 2019 A Multi-Accent Acoustic Model Using Mixture of Experts for Speech Recognition Interspeech 2019 An Accelerated Decentralized Stochastic Proximal Algorithm for Finite Sums NeurIPS 2019 An adaptive Mirror-Prox method for variational inequalities with singular operators NeurIPS 2019 An Analysis of Local Monotonic Attention Variants Interspeech 2019 An ASP Approach to Generate Minimal Countermodels in Intuitionistic Propositional Logic IJCAI 2019 A near-optimal algorithm for approximating the John Ellipsoid COLT 2019 An Efficient Schmidt-EKF for 3D Visual-Inertial SLAM CVPR 2019 An Embedding Framework for Consistent Polyhedral Surrogates NeurIPS 2019 An Evolution Strategy with Progressive Episode Lengths for Playing Games IJCAI 2019 An Improved Convergence Analysis of Stochastic Variance-Reduced Policy Gradient UAI 2019