Optimization

Convergence Analysis of Policy Gradient Methods with Dynamic Stochasticity ICML 2025 Convergence and Implicit Bias of Gradient Descent on Continual Linear Classification ICLR 2025 Convergence and Sample Complexity of Natural Policy Gradient Primal-Dual Methods for Constrained MDPs JMLR 2025 Convergence of Distributed Adaptive Optimization with Local Updates ICLR 2025 Convergence of Mean-Field Langevin Stochastic Descent-Ascent for Distributional Minimax Optimization ICML 2025 Convergence of Policy Mirror Descent Beyond Compatible Function Approximation ICML 2025 Convergence Rate in a Nonlinear Two-Time-Scale Stochastic Approximation with State (Time)-Dependence AAAI 2025 Convex Formulations for Training Two-Layer ReLU Neural Networks ICLR 2025 Cooperation of Experts: Fusing Heterogeneous Information with Large Margin ICML 2025 Copyright-Protected Language Generation via Adaptive Model Fusion ICLR 2025 CopySpec: Accelerating LLMs with Speculative Copy-and-Paste EMNLP 2025 CORD: Balancing COnsistency and Rank Distillation for Robust Retrieval-Augmented Generation NAACL 2025 Coreset Selection via Reducible Loss in Continual Learning ICLR 2025 Correcting Large Language Model Behavior via Influence Function AAAI 2025 Correcting the Mythos of KL-Regularization: Direct Alignment without Overoptimization via Chi-Squared Preference Optimization ICLR 2025 Correlated Quantization for Faster Nonconvex Distributed Optimization UAI 2025 Correspondence-Free Fast and Robust Spherical Point Pattern Registration ICCV 2025 Coupling-based Convergence Diagnostic and Stepsize Scheme for Stochastic Gradient Descent AAAI 2025 Cover learning for large-scale topology representation ICML 2025 Credit Assignment and Fine-Tuning Enhanced Reinforcement Learning for Collaborative Spatial Crowdsourcing IJCAI 2025 CREST: An Efficient Conjointly-trained Spike-driven Framework for Event-based Object Detection Exploiting Spatiotemporal Dynamics AAAI 2025 CriSPO: Multi-Aspect Critique-Suggestion-guided Automatic Prompt Optimization for Text Generation AAAI 2025 Cross-Modal Feature Alignment and MMD Improve Robustness of Prompt Tuning WACV 2025 Cross-regularization: Adaptive Model Complexity through Validation Gradients ICML 2025 CRPO: Confidence-Reward Driven Preference Optimization for Machine Translation ACL 2025