← Optimization
Mathematics & Optimization › Optimization ›

Continuous Optimization

3907 directly classified papers

Papers per year

Papers

Gradient-free optimization of highly smooth functions: improved analysis and a new algorithm JMLR 2024
Accelerating Nuclear-norm Regularized Low-rank Matrix Optimization Through Burer-Monteiro Decomposition JMLR 2024
Mirror Descent Algorithms with Nearly Dimension-Independent Rates for Differentially-Private Stochastic Saddle-Point Problems extended abstract COLT 2024
Online Newton Method for Bandit Convex Optimisation Extended Abstract COLT 2024
Omnipredictors for regression and the approximate rank of convex functions COLT 2024
A minimax optimal approach to high-dimensional double sparse linear regression JMLR 2024
Optimized Speculative Sampling for GPU Hardware Accelerators EMNLP 2024
Closing the Computational-Query Depth Gap in Parallel Stochastic Convex Optimization COLT 2024
Fast, blind, and accurate: Tuning-free sparse regression with global linear convergence COLT 2024
On Efficient and Scalable Computation of the Nonparametric Maximum Likelihood Estimator in Mixture Models JMLR 2024
Mirror and Preconditioned Gradient Descent in Wasserstein Space NIPS 2024
Sparse NMF with Archetypal Regularization: Computational and Robustness Properties JMLR 2024
skscope: Fast Sparsity-Constrained Optimization in Python JMLR 2024
Optimal Transport with Cyclic Symmetry AAAI 2024
A Primal-Dual-Assisted Penalty Approach to Bilevel Optimization with Coupled Constraints NIPS 2024
Learning Discretized Neural Networks under Ricci Flow JMLR 2024
The Price of Adaptivity in Stochastic Convex Optimization COLT 2024
Power of knockoff: The impact of ranking algorithm, augmented design, and symmetric statistic JMLR 2024
Feature Distribution Matching by Optimal Transport for Effective and Robust Coreset Selection AAAI 2024
CLOAF: CoLlisiOn-Aware Human Flow CVPR 2024
Physics-informed machine learning as a kernel method COLT 2024
Dimension-free Structured Covariance Estimation COLT 2024
Learning with Fitzpatrick Losses NIPS 2024
GRaCE: Balancing Multiple Criteria to Achieve Stable, Collision-Free, and Functional Grasps RSS 2024
Scalable Distance-based Multi-Agent Relative State Estimation via Block Multiconvex Optimization RSS 2024