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Continuous Optimization

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Improved Rate of First Order Algorithms for Entropic Optimal Transport AISTATS 2023
{PF}$^2$ES: Parallel Feasible Pareto Frontier Entropy Search for Multi-Objective Bayesian Optimization AISTATS 2023
Beyond Lipschitz Smoothness: A Tighter Analysis for Nonconvex Optimization ICML 2023
Constraining Depth Map Geometry for Multi-View Stereo: A Dual-Depth Approach with Saddle-shaped Depth Cells ICCV 2023
Fast Block Coordinate Descent for Non-Convex Group Regularizations AISTATS 2023
Editable Image Geometric Abstraction via Neural Primitive Assembly ICCV 2023
Fast Computation of Branching Process Transition Probabilities via ADMM AISTATS 2023
Essential Matrix Estimation using Convex Relaxations in Orthogonal Space ICCV 2023
Mixed Linear Regression via Approximate Message Passing AISTATS 2023
Refined Convergence and Topology Learning for Decentralized SGD with Heterogeneous Data AISTATS 2023
Chordal Averaging on Flag Manifolds and Its Applications ICCV 2023
Implicit Neural Spatial Representations for Time-dependent PDEs ICML 2023
Scalable Bayesian Optimization Using Vecchia Approximations of Gaussian Processes AISTATS 2023
Sequential Gradient Descent and Quasi-Newton’s Method for Change-Point Analysis AISTATS 2023
Complexity of Block Coordinate Descent with Proximal Regularization and Applications to Wasserstein CP-dictionary Learning ICML 2023
Acceleration of Frank-Wolfe Algorithms with Open-Loop Step-Sizes AISTATS 2023
Sketching Meets Differential Privacy: Fast Algorithm for Dynamic Kronecker Projection Maintenance ICML 2023
Rethinking Initialization of the Sinkhorn Algorithm AISTATS 2023
Improved Algorithms for Allen's Interval Algebra by Dynamic Programming with Sublinear Partitioning IJCAI 2023
Variational Wasserstein Barycenters with C-cyclical Monotonicity Regularization AAAI 2023
CMOT: Cross-modal Mixup via Optimal Transport for Speech Translation ACL 2023
Particle algorithms for maximum likelihood training of latent variable models AISTATS 2023
An Homogeneous Unbalanced Regularized Optimal Transport Model with Applications to Optimal Transport with Boundary AISTATS 2023
A Fully First-Order Method for Stochastic Bilevel Optimization ICML 2023
Finding an ϵ-Close Minimal Variation of Parameters in Bayesian Networks IJCAI 2023