Optimization

Robust Finite-Memory Policy Gradients for Hidden-Model POMDPs IJCAI 2025 Robust Gradient Descent for Phase Retrieval AISTATS 2025 Robust Multi-fidelity Bayesian Optimization with Deep Kernel and Partition AISTATS 2025 Robust Multi-Objective Preference Alignment with Online DPO AAAI 2025 Robustness Auditing for Linear Regression: To Singularity and Beyond ICLR 2025 Robustness of Quantum Algorithms for Nonconvex Optimization ICLR 2025 Robust Offline Reinforcement Learning with Linearly Structured f-Divergence Regularization ICML 2025 Robust Peg-in-Hole Assembly under Uncertainties via Compliant and Interactive Contact-Rich Manipulation RSS 2025 Robust Performance Incentivizing Algorithms for Multi-Armed Bandits with Strategic Agents AAAI 2025 Robust Point Matching with Distance Profiles JMLR 2025 Robust Preference Optimization via Dynamic Target Margins ACL 2025 Robust Sparsification via Sensitivity ICML 2025 Robust Spatio-Temporal Centralized Interaction for OOD Learning ICML 2025 Robust Unfolding Network for HDR Imaging with Modulo Cameras ICCV 2025 RoCoFT: Efficient Finetuning of Large Language Models with Row-Column Updates ACL 2025 Rodimus*: Breaking the Accuracy-Efficiency Trade-Off with Efficient Attentions ICLR 2025 Root Defense Strategies: Ensuring Safety of LLM at the Decoding Level ACL 2025 ROPO: Robust Preference Optimization for Large Language Models ICML 2025 ROS: A GNN-based Relax-Optimize-and-Sample Framework for Max-k-Cut Problems ICML 2025 RoseRAG: Robust Retrieval-augmented Generation with Small-scale LLMs via Margin-aware Preference Optimization ACL 2025 RotateKV: Accurate and Robust 2-Bit KV Cache Quantization for LLMs via Outlier-Aware Adaptive Rotations IJCAI 2025 RouteLLM: Learning to Route LLMs from Preference Data ICLR 2025 RPO: Retrieval Preference Optimization for Robust Retrieval-Augmented Generation ACL 2025 R-PRM: Reasoning-Driven Process Reward Modeling EMNLP 2025 RRInf: Efficient Influence Function Estimation via Ridge Regression for Large Language Models and Text-to-Image Diffusion Models EMNLP 2025