Continuous Optimization

Fast Convergence of $Φ$-Divergence Along the Unadjusted Langevin Algorithm and Proximal Sampler ALT 2025 Faster Algorithms for Agnostically Learning Disjunctions and their Implications COLT 2025 Faster Approximation Algorithms for k-Center via Data Reduction ICML 2025 Faster Double Adaptive Gradient Methods AAAI 2025 Fast Flow-based Visuomotor Policies via Conditional Optimal Transport Couplings CoRL 2025 Fast Guaranteed Tensor Recovery with Adaptive Tensor Nuclear Norm IJCAI 2025 Fast Min-$ε$ Segmented Regression using Constant-Time Segment Merging ICML 2025 Fast Tensor Completion via Approximate Richardson Iteration ICML 2025 Feasibility-Driven Trust Region Bayesian Optimization AutoML 2025 Feasible Action Search for Bandit Linear Programs via Thompson Sampling ICML 2025 Finding Wasserstein Ball Center: Efficient Algorithm and The Applications in Fairness ICML 2025 Fine-grained Analysis and Faster Algorithms for Iteratively Solving Linear Systems JMLR 2025 Finite Expression Method for Solving High-Dimensional Partial Differential Equations JMLR 2025 FlashBack: Consistency Model-Accelerated Shared Autonomy CoRL 2025 FlashGS: Efficient 3D Gaussian Splatting for Large-scale and High-resolution Rendering CVPR 2025 Full Swap Regret and Discretized Calibration ALT 2025 Fully Dynamic Euclidean Bi-Chromatic Matching in Sublinear Update Time ICML 2025 Fundamental Bias in Inverting Random Sampling Matrices with Application to Sub-sampled Newton ICML 2025 FW-Merging: Scaling Model Merging with Frank-Wolfe Optimization ICCV 2025 Gap-Dependent Bounds for Federated Q-Learning ICML 2025 GenAuction: A Generative Auction for Online Advertising AAAI 2025 General framework for online-to-nonconvex conversion: Schedule-free SGD is also effective for nonconvex optimization ICML 2025 Generalisation under gradient descent via deterministic PAC-Bayes ALT 2025 Generalization and Robustness of the Tilted Empirical Risk ICML 2025 Generalization Bounds for Canonicalization: A Comparative Study with Group Averaging ICLR 2025