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Continuous Optimization

3,907 papers

Papers per year

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Papers

Scalable Calibration of Affinity Matrices from Incomplete Observations ACML 2020
Linearly Convergent Frank-Wolfe with Backtracking Line-Search AISTATS 2020
Greed Meets Sparsity: Understanding and Improving Greedy Coordinate Descent for Sparse Optimization AISTATS 2020
Utility/Privacy Trade-off through the lens of Optimal Transport AISTATS 2020
A Lyapunov analysis for accelerated gradient methods: from deterministic to stochastic case AISTATS 2020
Optimization of Graph Total Variation via Active-Set-based Combinatorial Reconditioning AISTATS 2020
Efficient Spectrum-Revealing CUR Matrix Decomposition AISTATS 2020
Wasserstein Style Transfer AISTATS 2020
A Fast Anderson-Chebyshev Acceleration for Nonlinear Optimization AISTATS 2020
Regularity as Regularization: Smooth and Strongly Convex Brenier Potentials in Optimal Transport AISTATS 2020
Convergence Rates of Gradient Descent and MM Algorithms for Bradley-Terry Models AISTATS 2020
A Continuous-time Perspective for Modeling Acceleration in Riemannian Optimization AISTATS 2020
A Unified Analysis of Extra-gradient and Optimistic Gradient Methods for Saddle Point Problems: Proximal Point Approach AISTATS 2020
Automatic Differentiation of Some First-Order Methods in Parametric Optimization AISTATS 2020
Locally Accelerated Conditional Gradients AISTATS 2020
Fast Algorithms for Computational Optimal Transport and Wasserstein Barycenter AISTATS 2020
On the optimality of kernels for high-dimensional clustering AISTATS 2020
Calibrated Surrogate Maximization of Linear-fractional Utility in Binary Classification AISTATS 2020
Accelerated Primal-Dual Algorithms for Distributed Smooth Convex Optimization over Networks AISTATS 2020
Bandit optimisation of functions in the Matérn kernel RKHS AISTATS 2020
Online Convex Optimization with Perturbed Constraints: Optimal Rates against Stronger Benchmarks AISTATS 2020
Convergence Rates of Smooth Message Passing with Rounding in Entropy-Regularized MAP Inference AISTATS 2020
Convergence Analysis of Block Coordinate Algorithms with Determinantal Sampling AISTATS 2020
Sample complexity bounds for localized sketching AISTATS 2020
An Optimal Algorithm for Adversarial Bandits with Arbitrary Delays AISTATS 2020