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Continuous Optimization

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TRF: Learning Kernels with Tuned Random Features AAAI 2022
Sublinear Time Approximation of Text Similarity Matrices AAAI 2022
OTKGE: Multi-modal Knowledge Graph Embeddings via Optimal Transport NIPS 2022
Order Constraints in Optimal Transport ICML 2022
Personalized Online Federated Learning with Multiple Kernels NIPS 2022
TURF: Two-Factor, Universal, Robust, Fast Distribution Learning Algorithm ICML 2022
Coordinate Linear Variance Reduction for Generalized Linear Programming NIPS 2022
Accelerated Primal-Dual Gradient Method for Smooth and Convex-Concave Saddle-Point Problems with Bilinear Coupling NIPS 2022
A Projection-free Algorithm for Constrained Stochastic Multi-level Composition Optimization NIPS 2022
Sharp Analysis of Stochastic Optimization under Global Kurdyka-Lojasiewicz Inequality NIPS 2022
Minimax Optimal Fixed-Budget Best Arm Identification in Linear Bandits NIPS 2022
Data-Driven Conditional Robust Optimization NIPS 2022
Hessian-Free High-Resolution Nesterov Acceleration For Sampling ICML 2022
Closed-Form Diffeomorphic Transformations for Time Series Alignment ICML 2022
Bregman Power k-Means for Clustering Exponential Family Data ICML 2022
Estimation in Rotationally Invariant Generalized Linear Models via Approximate Message Passing ICML 2022
Learning Efficient and Robust Ordinary Differential Equations via Invertible Neural Networks ICML 2022
Tensor Wheel Decomposition and Its Tensor Completion Application NIPS 2022
Optimal Transport-based Identity Matching for Identity-invariant Facial Expression Recognition NIPS 2022
Low-rank Optimal Transport: Approximation, Statistics and Debiasing NIPS 2022
Convexity Certificates from Hessians NIPS 2022
Homeomorphic-Invariance of EM: Non-Asymptotic Convergence in KL Divergence for Exponential Families via Mirror Descent (Extended Abstract) IJCAI 2022
First-Order Algorithms for Min-Max Optimization in Geodesic Metric Spaces NIPS 2022
A Fast Scale-Invariant Algorithm for Non-negative Least Squares with Non-negative Data NIPS 2022
Frank-Wolfe-based Algorithms for Approximating Tyler's M-estimator NIPS 2022