Optimization

Open Problem: Black-Box Reductions and Adaptive Gradient Methods for Nonconvex Optimization COLT 2024 Open problem: Convergence of single-timescale mean-field Langevin descent-ascent for two-player zero-sum games COLT 2024 Open Problem: Optimal Rates for Stochastic Decision-Theoretic Online Learning Under Differentially Privacy COLT 2024 Open-Vocabulary Attention Maps with Token Optimization for Semantic Segmentation in Diffusion Models CVPR 2024 Operator-Learning-Inspired Modeling of Neural Ordinary Differential Equations AAAI 2024 Operator SVD with Neural Networks via Nested Low-Rank Approximation ICML 2024 OPPerTune: Post-Deployment Configuration Tuning of Services Made Easy NSDI 2024 OptEx: Expediting First-Order Optimization with Approximately Parallelized Iterations NeurIPS 2024 OptFlow: Fast Optimization-Based Scene Flow Estimation Without Supervision WACV 2024 Optimal Acceleration for Minimax and Fixed-Point Problems is Not Unique ICML 2024 Optimal Algorithms for Online Convex Optimization with Adversarial Constraints NeurIPS 2024 Optimal Algorithms for Stochastic Bilevel Optimization under Relaxed Smoothness Conditions JMLR 2024 Optimal and Approximate Adaptive Stochastic Quantization NeurIPS 2024 Optimal Batched Best Arm Identification NeurIPS 2024 Optimal Batched Linear Bandits ICML 2024 Optimal bounds for ℓ_p sensitivity sampling via ℓ_2 augmentation ICML 2024 Optimal Budgeted Rejection Sampling for Generative Models AISTATS 2024 Optimal Classification under Performative Distribution Shift NeurIPS 2024 Optimal Decision Tree and Adaptive Submodular Ranking with Noisy Outcomes JMLR 2024 Optimal Differentially Private Model Training with Public Data ICML 2024 Optimal First-Order Algorithms as a Function of Inequalities JMLR 2024 Optimal Flow Matching: Learning Straight Trajectories in Just One Step NeurIPS 2024 Optimal Hessian/Jacobian-Free Nonconvex-PL Bilevel Optimization ICML 2024 Optimality Guarantees for Particle Belief Approximation of POMDPs (Abstract Reprint) IJCAI 2024 Optimally Improving Cooperative Learning in a Social Setting ICML 2024