convex optimization

1320 papers

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Also known as

ACO ADMM CO OCO

Co-occurring keywords

stochastic optimization (1060) convergence rate (606) stochastic gradient descent (1088) gradient descent (1143) online learning (1770) support vector machine (976) matrix completion (356) regret bound (1918) kernel methods (1096) sparse optimization (246)

Papers

Near-Optimal Convex Simple Bilevel Optimization with a Bisection Method AISTATS 2024

Single-Loop Stochastic Algorithms for Difference of Max-Structured Weakly Convex Functions NIPS 2024

Extragradient Type Methods for Riemannian Variational Inequality Problems AISTATS 2024

Variational Gaussian Process Diffusion Processes AISTATS 2024

Functionally Constrained Algorithm Solves Convex Simple Bilevel Problem NIPS 2024

General Tail Bounds for Non-Smooth Stochastic Mirror Descent AISTATS 2024

Minimizing Convex Functionals over Space of Probability Measures via KL Divergence Gradient Flow AISTATS 2024

Learning with Fitzpatrick Losses NIPS 2024

A Near-optimal Algorithm for Learning Margin Halfspaces with Massart Noise NIPS 2024

An effective framework for estimating individualized treatment rules NIPS 2024

Krylov Cubic Regularized Newton: A Subspace Second-Order Method with Dimension-Free Convergence Rate AISTATS 2024

Safe dynamic pricing for nonstationary network resource allocation L4DC 2024

John Ellipsoids via Lazy Updates NIPS 2024

Jolteon: Unleashing the Promise of Serverless for Serverless Workflows NSDI 2024

Nesterov acceleration despite very noisy gradients NIPS 2024

LP++: A Surprisingly Strong Linear Probe for Few-Shot CLIP CVPR 2024

Mean-Field Langevin Dynamics for Signed Measures via a Bilevel Approach NIPS 2024

Efficient Convex Algorithms for Universal Kernel Learning JMLR 2024

Estimating the Minimizer and the Minimum Value of a Regression Function under Passive Design JMLR 2024

Privacy Amplification by Iteration for ADMM with (Strongly) Convex Objective Functions AAAI 2024

Robust Reinforcement Learning with General Utility NIPS 2024

The Road Less Scheduled NIPS 2024

Faster Convergence with MultiWay Preferences AISTATS 2024

REGLO: Provable Neural Network Repair for Global Robustness Properties AAAI 2024

Near-Optimal Distributed Minimax Optimization under the Second-Order Similarity NIPS 2024