← Optimization
Mathematics & Optimization › Optimization ›

Continuous Optimization

3907 directly classified papers

Papers per year

Papers

Solving Empirical Risk Minimization in the Current Matrix Multiplication Time COLT 2019
Maximum Entropy Distributions: Bit Complexity and Stability COLT 2019
Stochastic first-order methods: non-asymptotic and computer-aided analyses via potential functions COLT 2019
Estimation of smooth densities in Wasserstein distance COLT 2019
Stochastic Approximation of Smooth and Strongly Convex Functions: Beyond the $O(1/T)$ Convergence Rate COLT 2019
Sum-of-squares meets square loss: Fast rates for agnostic tensor completion COLT 2019
A Differentiable Augmented Lagrangian Method for Bilevel Nonlinear Optimization RSS 2019
A Dynamical System Approach to Motion and Force Generation in Contact Tasks RSS 2019
Towards Provably Not-At-Fault Control of Autonomous Robots in Arbitrary Dynamic Environments RSS 2019
Semi-Autonomous Robot Teleoperation with Obstacle Avoidance Via Model Predictive Control RSS 2019
Trajectory Optimization on Manifolds: A Theoretically-Guaranteed Embedded Sequential Convex Programming Approach RSS 2019
A Multi-Pairwise Extension of Procrustes Analysis for Multilingual Word Translation IJCNLP 2019
Nonlinear Acceleration of Primal-Dual Algorithms AISTATS 2019
Wasserstein regularization for sparse multi-task regression AISTATS 2019
Stochastic algorithms with descent guarantees for ICA AISTATS 2019
Bounding Inefficiency of Equilibria in Continuous Actions Games using Submodularity and Curvature AISTATS 2019
Fast Algorithms for Sparse Reduced-Rank Regression AISTATS 2019
Overcomplete Independent Component Analysis via SDP AISTATS 2019
Interpolating between Optimal Transport and MMD using Sinkhorn Divergences AISTATS 2019
Precision Matrix Estimation with Noisy and Missing Data AISTATS 2019
Sobolev Descent AISTATS 2019
Towards Gradient Free and Projection Free Stochastic Optimization AISTATS 2019
Modularity-based Sparse Soft Graph Clustering AISTATS 2019
Accelerated Spectral Ranking ICML 2018
Accelerating Greedy Coordinate Descent Methods ICML 2018