Continuous Optimization

Signal processing algorithm effective for sound quality of hearing loss simulators Interspeech 2024 SILVER: Single-loop variance reduction and application to federated learning ICML 2024 Simulation-Free Training of Neural ODEs on Paired Data NeurIPS 2024 Single-Loop Stochastic Algorithms for Difference of Max-Structured Weakly Convex Functions NeurIPS 2024 Sinkhorn Flow as Mirror Flow: A Continuous-Time Framework for Generalizing the Sinkhorn Algorithm AISTATS 2024 skscope: Fast Sparsity-Constrained Optimization in Python JMLR 2024 Sliced-Wasserstein Estimation with Spherical Harmonics as Control Variates ICML 2024 Smoothing Proximal Gradient Methods for Nonsmooth Sparsity Constrained Optimization: Optimality Conditions and Global Convergence ICML 2024 Smooth Tchebycheff Scalarization for Multi-Objective Optimization ICML 2024 Solving Max-Min Fair Resource Allocations Quickly on Large Graphs NSDI 2024 Space-Time Continuous PDE Forecasting using Equivariant Neural Fields NeurIPS 2024 SPARKLE: A Unified Single-Loop Primal-Dual Framework for Decentralized Bilevel Optimization NeurIPS 2024 Sparse Dimensionality Reduction Revisited ICML 2024 Sparse NMF with Archetypal Regularization: Computational and Robustness Properties JMLR 2024 Spectral Phase Transition and Optimal PCA in Block-Structured Spiked Models ICML 2024 Spectral Preconditioning for Gradient Methods on Graded Non-convex Functions ICML 2024 SPEED: Experimental Design for Policy Evaluation in Linear Heteroscedastic Bandits AISTATS 2024 Speeding up NAS with Adaptive Subset Selection AutoML 2024 SpringGrasp: Synthesizing Compliant, Dexterous Grasps under Shape Uncertainty RSS 2024 Stability and L2-penalty in Model Averaging JMLR 2024 Stability Evaluation through Distributional Perturbation Analysis ICML 2024 Stability-Informed Initialization of Neural Ordinary Differential Equations ICML 2024 Stable Differentiable Causal Discovery ICML 2024 Stochastic Extragradient with Flip-Flop Shuffling & Anchoring: Provable Improvements NeurIPS 2024 Stochastic Frank-Wolfe: Unified Analysis and Zoo of Special Cases AISTATS 2024