conftrace_
← Optimization & Theory
Machine Learning › Optimization & Theory ›

Optimization

14,983 papers

Papers per year

18
112
342
1289
1646
'05
'10
'15
'20
'25

Papers

Complexity of Single Loop Algorithms for Nonlinear Programming with Stochastic Objective and Constraints AISTATS 2024
Adaptive Federated Minimax Optimization with Lower Complexities AISTATS 2024
A Cubic-regularized Policy Newton Algorithm for Reinforcement Learning AISTATS 2024
Sharpened Lazy Incremental Quasi-Newton Method AISTATS 2024
Efficient Active Learning Halfspaces with Tsybakov Noise: A Non-convex Optimization Approach AISTATS 2024
Provable Mutual Benefits from Federated Learning in Privacy-Sensitive Domains AISTATS 2024
Mitigating Underfitting in Learning to Defer with Consistent Losses AISTATS 2024
Consistent Hierarchical Classification with A Generalized Metric AISTATS 2024
SDEs for Minimax Optimization AISTATS 2024
Parameter-Agnostic Optimization under Relaxed Smoothness AISTATS 2024
Stochastic Frank-Wolfe: Unified Analysis and Zoo of Special Cases AISTATS 2024
Tight Verification of Probabilistic Robustness in Bayesian Neural Networks AISTATS 2024
Dueling Optimization with a Monotone Adversary ALT 2024
RedEx: Beyond Fixed Representation Methods via Convex Optimization ALT 2024
Differentially Private Non-Convex Optimization under the KL Condition with Optimal Rates ALT 2024
Adversarial Online Collaborative Filtering ALT 2024
Tight bounds for maximum $\ell_1$-margin classifiers ALT 2024
Structure Learning with Continuous Optimization: A Sober Look and Beyond CLEAR 2024
Causal Optimal Transport of Abstractions CLEAR 2024
Low-Rank Approximation of Structural Redundancy for Self-Supervised Learning CLEAR 2024
Hyperparameter Tuning for Causal Inference with Double Machine Learning: A Simulation Study CLEAR 2024
A Call for Clarity in Beam Search: How It Works and When It Stops COLING 2024
A Differentiable Integer Linear Programming Solver for Explanation-Based Natural Language Inference COLING 2024
A Frustratingly Simple Decoding Method for Neural Text Generation COLING 2024
APOLLO: An Optimized Training Approach for Long-form Numerical Reasoning COLING 2024