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Continuous Optimization

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Discrete Variational Calculus for Accelerated Optimization JMLR 2023
Difference of submodular minimization via DC programming ICML 2023
Second-Order Optimization with Lazy Hessians ICML 2023
Semi-Dual Unbalanced Quadratic Optimal Transport: fast statistical rates and convergent algorithm. ICML 2023
Convex Bounds on the Softmax Function with Applications to Robustness Verification AISTATS 2023
Beyond the Golden Ratio for Variational Inequality Algorithms JMLR 2023
Learning Partial Differential Equations in Reproducing Kernel Hilbert Spaces JMLR 2023
Adaptive Estimation of Graphical Models under Total Positivity ICML 2023
Team Belief DAG: Generalizing the Sequence Form to Team Games for Fast Computation of Correlated Team Max-Min Equilibria via Regret Minimization ICML 2023
Learning Fractals by Gradient Descent AAAI 2023
Fast, Differentiable and Sparse Top-k: a Convex Analysis Perspective ICML 2023
The Power of Preconditioning in Overparameterized Low-Rank Matrix Sensing ICML 2023
Zeroth-Order Alternating Gradient Descent Ascent Algorithms for A Class of Nonconvex-Nonconcave Minimax Problems JMLR 2023
Coordinate Descent Methods for Fractional Minimization ICML 2023
Resolving the Approximability of Offline and Online Non-monotone DR-Submodular Maximization over General Convex Sets AISTATS 2023
SurCo: Learning Linear SURrogates for COmbinatorial Nonlinear Optimization Problems ICML 2023
Projected Tensor Power Method for Hypergraph Community Recovery ICML 2023
Delay-agnostic Asynchronous Coordinate Update Algorithm ICML 2023
Coupled Variational Autoencoder ICML 2023
A Bregman Divergence View on the Difference-of-Convex Algorithm AISTATS 2023
A Unified Approach to Controlling Implicit Regularization via Mirror Descent JMLR 2023
Cyclic Block Coordinate Descent With Variance Reduction for Composite Nonconvex Optimization ICML 2023
A Fast Optimistic Method for Monotone Variational Inequalities ICML 2023
Quantum Speedups for Zero-Sum Games via Improved Dynamic Gibbs Sampling ICML 2023
Faster Gradient-Free Algorithms for Nonsmooth Nonconvex Stochastic Optimization ICML 2023