Optimization

Offline Model-based Optimization for Real-World Molecular Discovery ICML 2025 Off-Policy Actor-Critic for Adversarial Observation Robustness: Virtual Alternative Training via Symmetric Policy Evaluation ICML 2025 o-MEGA: Optimized Methods for Explanation Generation and Analysis EMNLP 2025 OmniKV: Dynamic Context Selection for Efficient Long-Context LLMs ICLR 2025 OMS: On-the-fly, Multi-Objective, Self-Reflective Ad Keyword Generation via LLM Agent EMNLP 2025 On Adaptive Stochastic Optimization for Streaming Data: A Newton's Method with O(dN) Operations JMLR 2025 Once-for-All: Controllable Generative Image Compression with Dynamic Granularity Adaptation ICLR 2025 On Corruption-Robustness in Performative Reinforcement Learning AAAI 2025 On-device System of Compositional Multi-tasking in Large Language Models EMNLP 2025 One Arrow, Two Hawks: Sharpness-aware Minimization for Federated Learning via Global Model Trajectory ICML 2025 OneBatchPAM: A Fast and Frugal K-Medoids Algorithm AAAI 2025 One-Pass Feature Evolvable Learning with Theoretical Guarantees ICML 2025 One Step Diffusion via Shortcut Models ICLR 2025 One-Step Generalization Ratio Guided Optimization for Domain Generalization ICML 2025 One-step Label Shift Adaptation via Robust Weight Estimation IJCAI 2025 On Generalization across Measurement Systems: LLMs Entail More Test-Time Compute for Underrepresented Cultures ACL 2025 On Global and Local Convergence of Iterative Linear Quadratic Optimization Algorithms for Discrete Time Nonlinear Control JMLR 2025 Online and Streaming Algorithms for Constrained k-Submodular Maximization AAAI 2025 Online Clustering of Dueling Bandits ICML 2025 Online Conformal Prediction via Online Optimization ICML 2025 Online Convex Optimization with a Separation Oracle COLT 2025 Online Laplacian-Based Representation Learning in Reinforcement Learning ICML 2025 Online Learning in Risk Sensitive constrained MDP ICML 2025 Online Learning in the Random-Order Model ICML 2025 Online Learning of Quantum States with Logarithmic Loss via VB-FTRL ALT 2025