Continuous Optimization

Adaptive Sketching for Fast and Convergent Canonical Polyadic Decomposition ICML 2020 Adaptive Trust Region Policy Optimization: Global Convergence and Faster Rates for Regularized MDPs AAAI 2020 A Data Efficient and Feasible Level Set Method for Stochastic Convex Optimization with Expectation Constraints JMLR 2020 Aerial Manipulation Using Hybrid Force and Position NMPC Applied to Aerial Writing RSS 2020 A Fast Anderson-Chebyshev Acceleration for Nonlinear Optimization AISTATS 2020 A Feasible Level Proximal Point Method for Nonconvex Sparse Constrained Optimization NeurIPS 2020 A First Principles Approach for Data-Efficient System Identification of Spring-Rod Systems via Differentiable Physics Engines L4DC 2020 A Flexible Framework for Designing Trainable Priors with Adaptive Smoothing and Game Encoding NeurIPS 2020 A General Approach to Fairness with Optimal Transport AAAI 2020 A Generalized Framework for Edge-Preserving and Structure-Preserving Image Smoothing AAAI 2020 A General System of Differential Equations to Model First-Order Adaptive Algorithms JMLR 2020 A Generic First-Order Algorithmic Framework for Bi-Level Programming Beyond Lower-Level Singleton ICML 2020 Agnostic Estimation for Phase Retrieval JMLR 2020 A Graduated Filter Method for Large Scale Robust Estimation CVPR 2020 A Greedy Anytime Algorithm for Sparse PCA COLT 2020 AI Feynman 2.0: Pareto-optimal symbolic regression exploiting graph modularity NeurIPS 2020 A Lyapunov analysis for accelerated gradient methods: from deterministic to stochastic case AISTATS 2020 Amortized Finite Element Analysis for Fast PDE-Constrained Optimization ICML 2020 An Õ(m/ε^3.5)-Cost Algorithm for Semidefinite Programs with Diagonal Constraints COLT 2020 An Accelerated DFO Algorithm for Finite-sum Convex Functions ICML 2020 An adaptive stochastic optimization algorithm for resource allocation ALT 2020 Analog Accelerator for Simulation and Diagnostics AAAI 2020 Anderson Acceleration of Proximal Gradient Methods ICML 2020 An efficient nonconvex reformulation of stagewise convex optimization problems NeurIPS 2020 An Inverse-free Truncated Rayleigh-Ritz Method for Sparse Generalized Eigenvalue Problem AISTATS 2020