Mathematics & Optimization

A Biconvex Method for Minimum-Time Motion Planning Through Sequences of Convex Sets RSS 2025 Ab Initio Nonparametric Variable Selection for Scalable Symbolic Regression with Large p ICML 2025 A Bregman Proximal Viewpoint on Neural Operators ICML 2025 Abstraction-Based Control of Unknown Continuous-Space Models with Just Two Trajectories L4DC 2025 Accelerated Methods for Riemannian Min-Max Optimization Ensuring Bounded Geometric Penalties AISTATS 2025 Accelerated Methods with Compressed Communications for Distributed Optimization Problems Under Data Similarity AAAI 2025 Accelerated Over-Relaxation Heavy-Ball Method: Achieving Global Accelerated Convergence with Broad Generalization ICLR 2025 Accelerated Test-Time Scaling with Model-Free Speculative Sampling EMNLP 2025 Accelerating Multimodal Large Language Models by Searching Optimal Vision Token Reduction CVPR 2025 Accelerating optimization over the space of probability measures JMLR 2025 Accelerating PDE-Constrained Optimization by the Derivative of Neural Operators ICML 2025 Accelerating Proximal Gradient Descent via Silver Stepsizes COLT 2025 Accelerating Spectral Clustering under Fairness Constraints ICML 2025 A Characterization of List Regression ALT 2025 Achieving Linear Speedup and Near-Optimal Complexity for Decentralized Optimization over Row-stochastic Networks ICML 2025 Achieving Maximin Share and EFX/EF1 Guarantees Simultaneously AAAI 2025 A Complete Algorithm for Optimization Modulo Nonlinear Real Arithmetic AAAI 2025 A Complete Characterization of Learnability for Stochastic Noisy Bandits ALT 2025 A Comprehensive Framework for Analyzing the Convergence of Adam: Bridging the Gap with SGD ICML 2025 A Computational Simulation of Language Production in First Language Acquisition EMNLP 2025 A Conditional Independence Test in the Presence of Discretization ICLR 2025 A Continuous-time Tractable Model for Present-biased Agents AAAI 2025 A Convex Relaxation Approach to Generalization Analysis for Parallel Positively Homogeneous Networks AISTATS 2025 Active Learning with Selective Time-Step Acquisition for PDEs ICML 2025 Active Symbolic Discovery of Ordinary Differential Equations via Phase Portrait Sketching AAAI 2025