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Continuous Optimization

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A Parameter-Free Conditional Gradient Method for Composite Minimization under Hölder Condition JMLR 2023
Preconditioned Gradient Descent for Overparameterized Nonconvex Burer--Monteiro Factorization with Global Optimality Certification JMLR 2023
Global optimality for Euclidean CCCP under Riemannian convexity ICML 2023
Multivariate Soft Rank via Entropy-Regularized Optimal Transport: Sample Efficiency and Generative Modeling JMLR 2023
Stochastic Optimization under Distributional Drift JMLR 2023
Uncertain Pose Estimation during Contact Tasks using Differentiable Contact Features RSS 2023
Alternating Projected SGD for Equality-constrained Bilevel Optimization AISTATS 2023
Plateau-Reduced Differentiable Path Tracing CVPR 2023
Block-Coordinate Methods and Restarting for Solving Extensive-Form Games NIPS 2023
An Annotated Graph Model with Differential Degree Heterogeneity for Directed Networks JMLR 2023
A Unified Framework for Optimization-Based Graph Coarsening JMLR 2023
Sparse Training with Lipschitz Continuous Loss Functions and a Weighted Group L0-norm Constraint JMLR 2023
The multimarginal optimal transport formulation of adversarial multiclass classification JMLR 2023
An Efficient Multi-solution Solver for the Inverse Kinematics of 3-Section Constant-Curvature Robots RSS 2023
First-Order Algorithms for Nonlinear Generalized Nash Equilibrium Problems JMLR 2023
The SKIM-FA Kernel: High-Dimensional Variable Selection and Nonlinear Interaction Discovery in Linear Time JMLR 2023
Lower Bounds and Accelerated Algorithms for Bilevel Optimization JMLR 2023
A Relaxed Inertial Forward-Backward-Forward Algorithm for Solving Monotone Inclusions with Application to GANs JMLR 2023
Alternating Local Enumeration (TnALE): Solving Tensor Network Structure Search with Fewer Evaluations ICML 2023
iPlanner: Imperative Path Planning RSS 2023
On the Convergence of IRLS and Its Variants in Outlier-Robust Estimation CVPR 2023
Pose Synchronization Under Multiple Pair-Wise Relative Poses CVPR 2023
Continuation Path Learning for Homotopy Optimization ICML 2023
A Riemannian Exponential Augmented Lagrangian Method for Computing the Projection Robust Wasserstein Distance NIPS 2023
Semidefinite Relaxations for Robust Multiview Triangulation CVPR 2023