Continuous Optimization

MA-BBOB: Many-Affine Combinations of BBOB Functions for Evaluating AutoML Approaches in Noiseless Numerical Black-Box Optimization Contexts AutoML 2023 Machine learning detects terminal singularities NeurIPS 2023 Maximizing submodular functions under submodular constraints UAI 2023 Maximum Optimality Margin: A Unified Approach for Contextual Linear Programming and Inverse Linear Programming ICML 2023 Mean Payoff Optimization for Systems of Periodic Service and Maintenance IJCAI 2023 Memory-Constrained Algorithms for Convex Optimization NeurIPS 2023 Meta Optimal Transport ICML 2023 Metric Nearness Made Practical AAAI 2023 Minimax estimation of discontinuous optimal transport maps: The semi-discrete case ICML 2023 Minimax Instrumental Variable Regression and L_2 Convergence Guarantees without Identification or Closedness COLT 2023 Mirror Sinkhorn: Fast Online Optimization on Transport Polytopes ICML 2023 Mixed Linear Regression via Approximate Message Passing AISTATS 2023 Monge, Bregman and Occam: Interpretable Optimal Transport in High-Dimensions with Feature-Sparse Maps ICML 2023 Multi-Fidelity Bayesian Optimization with Unreliable Information Sources AISTATS 2023 Multivariate Soft Rank via Entropy-Regularized Optimal Transport: Sample Efficiency and Generative Modeling JMLR 2023 Nearly-Linear Time and Streaming Algorithms for Outlier-Robust PCA ICML 2023 Near Optimal Reconstruction of Spherical Harmonic Expansions NeurIPS 2023 Near-Optimal Weighted Matrix Completion JMLR 2023 Nesterov Meets Optimism: Rate-Optimal Separable Minimax Optimization ICML 2023 Neural Fields with Hard Constraints of Arbitrary Differential Order NeurIPS 2023 Neural Network Accelerated Implicit Filtering: Integrating Neural Network Surrogates With Provably Convergent Derivative Free Optimization Methods ICML 2023 Noisy Low-rank Matrix Optimization: Geometry of Local Minima and Convergence Rate AISTATS 2023 Non-asymptotic convergence bounds for Sinkhorn iterates and their gradients: a coupling approach. COLT 2023 Non-Euclidean Motion Planning with Graphs of Geodesically-Convex Sets RSS 2023 Nonlinear Controllability and Function Representation by Neural Stochastic Differential Equations L4DC 2023