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Continuous Optimization

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Faster Stochastic Algorithms for Minimax Optimization under Polyak-{\L}ojasiewicz Condition NIPS 2022
Approximate Frank-Wolfe Algorithms over Graph-structured Support Sets ICML 2022
Robust Sparse Mean Estimation via Sum of Squares COLT 2022
The First Optimal Algorithm for Smooth and Strongly-Convex-Strongly-Concave Minimax Optimization NIPS 2022
Optimal Anonymous Independent Reward Scheme Design IJCAI 2022
Human-AI Collaborative Bayesian Optimisation NIPS 2022
Polynomial time guarantees for the Burer-Monteiro method NIPS 2022
Combining Constraint Solving and Bayesian Techniques for System Optimization IJCAI 2022
Optimal Efficiency-Envy Trade-Off via Optimal Transport NIPS 2022
GAGA: Deciphering Age-path of Generalized Self-paced Regularizer NIPS 2022
Accelerated Multiplicative Weights Update Avoids Saddle Points Almost Always IJCAI 2022
Debiaser Beware: Pitfalls of Centering Regularized Transport Maps ICML 2022
Unsupervised Ground Metric Learning Using Wasserstein Singular Vectors ICML 2022
Multi-agent Performative Prediction with Greedy Deployment and Consensus Seeking Agents NIPS 2022
Differentiable Stereopsis: Meshes From Multiple Views Using Differentiable Rendering CVPR 2022
Polynomial Time Reinforcement Learning in Factored State MDPs with Linear Value Functions AISTATS 2022
Second-Order Sensitivity Analysis for Bilevel Optimization AISTATS 2022
Lifted Primal-Dual Method for Bilinearly Coupled Smooth Minimax Optimization AISTATS 2022
Scaling and Scalability: Provable Nonconvex Low-Rank Tensor Completion AISTATS 2022
Outlier-Robust Optimal Transport: Duality, Structure, and Statistical Analysis AISTATS 2022
The Fast Kernel Transform AISTATS 2022
Adaptive Importance Sampling meets Mirror Descent : a Bias-variance Tradeoff AISTATS 2022
Sobolev Transport: A Scalable Metric for Probability Measures with Graph Metrics AISTATS 2022
Convex Analysis of the Mean Field Langevin Dynamics AISTATS 2022
Fast Sparse Classification for Generalized Linear and Additive Models AISTATS 2022