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Continuous Optimization

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Adjusted Wasserstein Distributionally Robust Estimator in Statistical Learning JMLR 2024
Efficient Sketches for Training Data Attribution and Studying the Loss Landscape NIPS 2024
Dropout Regularization Versus l2-Penalization in the Linear Model JMLR 2024
The Price of Adaptivity in Stochastic Convex Optimization COLT 2024
Physics-informed machine learning as a kernel method COLT 2024
Online Newton Method for Bandit Convex Optimisation Extended Abstract COLT 2024
Computation-Aware Learning for Stable Control with Gaussian Process RSS 2024
GRaCE: Balancing Multiple Criteria to Achieve Stable, Collision-Free, and Functional Grasps RSS 2024
Semidefinite Relaxations of the Gromov-Wasserstein Distance NIPS 2024
Quantum Deep Equilibrium Models NIPS 2024
Automatic Outlier Rectification via Optimal Transport NIPS 2024
Multivariate Stochastic Dominance via Optimal Transport and Applications to Models Benchmarking NIPS 2024
Inexact Augmented Lagrangian Methods for Conic Optimization: Quadratic Growth and Linear Convergence NIPS 2024
Connectivity Shapes Implicit Regularization in Matrix Factorization Models for Matrix Completion NIPS 2024
Supervised Kernel Thinning NIPS 2024
Quantum algorithm for large-scale market equilibrium computation NIPS 2024
Directional Smoothness and Gradient Methods: Convergence and Adaptivity NIPS 2024
A Primal-Dual-Assisted Penalty Approach to Bilevel Optimization with Coupled Constraints NIPS 2024
Refining rtMRI Landmark-Based Vocal Tract Contour Labels with FCN-Based Smoothing and Point-to-Curve Projection COLING 2024
High-order Joint Constituency and Dependency Parsing COLING 2024
Sample-Efficient Geometry Reconstruction from Euclidean Distances using Non-Convex Optimization NIPS 2024
Non-geodesically-convex optimization in the Wasserstein space NIPS 2024
Fairness with Censorship: Bridging the Gap between Fairness Research and Real-World Deployment AAAI 2024
Decision-Making for Land Conservation: A Derivative-Free Optimization Framework with Nonlinear Inputs AAAI 2024
A Novel Skip Orthogonal List for Dynamic Optimal Transport Problem AAAI 2024