Optimization

Stepping on the Edge: Curvature Aware Learning Rate Tuners NeurIPS 2024 Stepwise Alignment for Constrained Language Model Policy Optimization NeurIPS 2024 Stereo Risk: A Continuous Modeling Approach to Stereo Matching ICML 2024 Stochastic Amortization: A Unified Approach to Accelerate Feature and Data Attribution NeurIPS 2024 Stochastic Approximation with Biased MCMC for Expectation Maximization AISTATS 2024 Stochastic Approximation with Decision-Dependent Distributions: Asymptotic Normality and Optimality JMLR 2024 Stochastic Approximation with Delayed Updates: Finite-Time Rates under Markovian Sampling AISTATS 2024 Stochastic-Constrained Stochastic Optimization with Markovian Data JMLR 2024 Stochastic Extragradient with Random Reshuffling: Improved Convergence for Variational Inequalities AISTATS 2024 Stochastic Frank-Wolfe: Unified Analysis and Zoo of Special Cases AISTATS 2024 Stochastic Methods in Variational Inequalities: Ergodicity, Bias and Refinements AISTATS 2024 Stochastic Newton Proximal Extragradient Method NeurIPS 2024 Stochastic Optimal Control for Diffusion Bridges in Function Spaces NeurIPS 2024 Stochastic Optimal Control Matching NeurIPS 2024 Stochastic Optimization Schemes for Performative Prediction with Nonconvex Loss NeurIPS 2024 Stochastic Optimization with Arbitrary Recurrent Data Sampling ICML 2024 Stochastic Q-learning for Large Discrete Action Spaces ICML 2024 Stochastic Quantum Sampling for Non-Logconcave Distributions and Estimating Partition Functions ICML 2024 Stochastic Regularized Majorization-Minimization with weakly convex and multi-convex surrogates JMLR 2024 Stochastic Smoothed Gradient Descent Ascent for Federated Minimax Optimization AISTATS 2024 Stochastic Taylor Derivative Estimator: Efficient amortization for arbitrary differential operators NeurIPS 2024 Stochastic Weakly Convex Optimization beyond Lipschitz Continuity ICML 2024 Stochastic Zeroth-Order Optimization under Strongly Convexity and Lipschitz Hessian: Minimax Sample Complexity NeurIPS 2024 Strategic Multi-Armed Bandit Problems Under Debt-Free Reporting NeurIPS 2024 StreamAtt: Direct Streaming Speech-to-Text Translation with Attention-based Audio History Selection ACL 2024