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Continuous Optimization

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Elastic Gradient Descent, an Iterative Optimization Method Approximating the Solution Paths of the Elastic Net JMLR 2023
Sensitivity-Free Gradient Descent Algorithms JMLR 2023
The Fast Johnson-Lindenstrauss Transform Is Even Faster ICML 2023
Resolving the Approximability of Offline and Online Non-monotone DR-Submodular Maximization over General Convex Sets AISTATS 2023
A Bregman Divergence View on the Difference-of-Convex Algorithm AISTATS 2023
Simplex Random Features ICML 2023
Noisy Low-rank Matrix Optimization: Geometry of Local Minima and Convergence Rate AISTATS 2023
Fast, Differentiable and Sparse Top-k: a Convex Analysis Perspective ICML 2023
Scalable Bicriteria Algorithms for Non-Monotone Submodular Cover AISTATS 2023
Uncertain Pose Estimation during Contact Tasks using Differentiable Contact Features RSS 2023
Alternating Projected SGD for Equality-constrained Bilevel Optimization AISTATS 2023
Discrete Variational Calculus for Accelerated Optimization JMLR 2023
Monge, Bregman and Occam: Interpretable Optimal Transport in High-Dimensions with Feature-Sparse Maps ICML 2023
Efficient displacement convex optimization with particle gradient descent ICML 2023
Tight Certification of Adversarially Trained Neural Networks via Nonconvex Low-Rank Semidefinite Relaxations ICML 2023
Accelerated Primal-Dual Methods for Convex-Strongly-Concave Saddle Point Problems ICML 2023
Self-Attention Amortized Distributional Projection Optimization for Sliced Wasserstein Point-Cloud Reconstruction ICML 2023
An Efficient Multi-solution Solver for the Inverse Kinematics of 3-Section Constant-Curvature Robots RSS 2023
Averaged Method of Multipliers for Bi-Level Optimization without Lower-Level Strong Convexity ICML 2023
Convex Geometric Motion Planning on Lie Groups via Moment Relaxation RSS 2023
Accelerated Primal-Dual Mirror Dynamics for Centralized and Distributed Constrained Convex Optimization Problems JMLR 2023
A Learnable Radial Basis Positional Embedding for Coordinate-MLPs AAAI 2023
G*: A New Approach to Bounding Curvature Constrained Shortest Paths through Dubins Gates RSS 2023
Progressively Optimized Local Radiance Fields for Robust View Synthesis CVPR 2023
Optimal Shrinkage for Distributed Second-Order Optimization ICML 2023