Optimization

Optimization with Momentum: Dynamical, Control-Theoretic, and Symplectic Perspectives JMLR 2021 Out-of-Core Surface Reconstruction via Global TGV Minimization ICCV 2021 Path Length Bounds for Gradient Descent and Flow JMLR 2021 Personalized Extractive Summarization Using an Ising Machine Towards Real-time Generation of Efficient and Coherent Dialogue Scenarios EMNLP 2021 Perturbation-based Regret Analysis of Predictive Control in Linear Time Varying Systems NeurIPS 2021 PICCOLO: Point Cloud-Centric Omnidirectional Localization ICCV 2021 PID Accelerated Value Iteration Algorithm ICML 2021 Primal-dual Learning for the Model-free Risk-constrained Linear Quadratic Regulator L4DC 2021 Profiling Pareto Front With Multi-Objective Stein Variational Gradient Descent NeurIPS 2021 Provably Faster Algorithms for Bilevel Optimization NeurIPS 2021 Rank-one matrix estimation: analytic time evolution of gradient descent dynamics COLT 2021 Rank-One Prior: Toward Real-Time Scene Recovery CVPR 2021 Rank Overspecified Robust Matrix Recovery: Subgradient Method and Exact Recovery NeurIPS 2021 Revisiting the Role of Euler Numerical Integration on Acceleration and Stability in Convex Optimization AISTATS 2021 Revitalizing Optimization for 3D Human Pose and Shape Estimation: A Sparse Constrained Formulation ICCV 2021 Riemannian Stochastic Recursive Momentum Method for non-Convex Optimization IJCAI 2021 Risk Bounds and Calibration for a Smart Predict-then-Optimize Method NeurIPS 2021 Robust error bounds for quantised and pruned neural networks L4DC 2021 Robust Learning under Strong Noise via SQs AISTATS 2021 Robust Trust Region for Weakly Supervised Segmentation ICCV 2021 Rotation Averaging in a Split Second: A Primal-Dual Method and a Closed-Form for Cycle Graphs ICCV 2021 Rotation-Only Bundle Adjustment CVPR 2021 Safely Learning Dynamical Systems from Short Trajectories L4DC 2021 SBO-RNN: Reformulating Recurrent Neural Networks via Stochastic Bilevel Optimization NeurIPS 2021 Scalable First-Order Methods for Robust MDPs AAAI 2021