Optimization

On the Private Estimation of Smooth Transport Maps ICML 2025 On the Provable Separation of Scales in Maximal Update Parameterization ICML 2025 On the Query Complexity of Verifier-Assisted Language Generation ICML 2025 On the Relation between Trainability and Dequantization of Variational Quantum Learning Models ICLR 2025 On the Robustness of Reward Models for Language Model Alignment ICML 2025 On the Robustness Tradeoff in Fine-Tuning ICCV 2025 On the Trainability and Classical Simulability of Learning Matrix Product States Variationally AAAI 2025 On Volume Minimization in Conformal Regression ICML 2025 OpenPRM: Building Open-domain Process-based Reward Models with Preference Trees ICLR 2025 OpenworldAUC: Towards Unified Evaluation and Optimization for Open-world Prompt Tuning ICML 2025 Operator Deep Smoothing for Implied Volatility ICLR 2025 OPTAMI: Global Superlinear Convergence of High-order Methods ICLR 2025 OPTICAL: Leveraging Optimal Transport for Contribution Allocation in Dataset Distillation CVPR 2025 Optimal Algorithm for Max-Min Fair Bandit ICML 2025 Optimal and Efficient Algorithms for Decentralized Online Convex Optimization JMLR 2025 Optimal and Efficient Binary Questioning for Accelerated Annotation AAAI 2025 Optimal and learned algorithms for the online list update problem with Zipfian accesses ALT 2025 Optimal and Practical Batched Linear Bandit Algorithm ICML 2025 Optimal Auction Design in the Joint Advertising ICML 2025 Optimal Classification Trees for Continuous Feature Data Using Dynamic Programming with Branch-and-Bound AAAI 2025 Optimal Control Operator Perspective and a Neural Adaptive Spectral Method AAAI 2025 Optimal Decentralized Composite Optimization for Strongly Convex Functions JMLR 2025 Optimal Decision Tree Pruning Revisited: Algorithms and Complexity ICML 2025 Optimal Differentially Private Sampling of Unbounded Gaussians COLT 2025 Optimal Flow Transport and its Entropic Regularization: a GPU-friendly Matrix Iterative Algorithm for Flow Balance Satisfaction ICLR 2025