Optimization

Learning to Translate Ambiguous Terminology by Preference Optimization on Post-Edits EMNLP 2025 Learning to Unlearn while Retaining: Combating Gradient Conflicts in Machine Unlearning ICCV 2025 Learning Valid Dual Bounds in Constraint Programming: Boosted Lagrangian Decomposition with Self-Supervised Learning AAAI 2025 Learning vector fields of differential equations on manifolds with geometrically constrained operator-valued kernels ICLR 2025 Learning Verified Safe Neural Network Controllers for Multi-Agent Path Finding AAAI 2025 Learn to Vaccinate: Combining Structure Learning and Effective Vaccination for Epidemic and Outbreak Control ICML 2025 Learn Your Reference Model for Real Good Alignment ICLR 2025 Length-Induced Embedding Collapse in PLM-based Models ACL 2025 Less, but Better: Efficient Multilingual Expansion for LLMs via Layer-wise Mixture-of-Experts ACL 2025 Let LLM Tell What to Prune and How Much to Prune ICML 2025 LeTS: Learning to Think-and-Search via Process-and-Outcome Reward Hybridization EMNLP 2025 Level Set Teleportation: An Optimization Perspective AISTATS 2025 Leveraging Consistent Spatio-Temporal Correspondence for Robust Visual Odometry AAAI 2025 Leveraging Correlation Across Test Platforms for Variance-Reduced Metric Estimation CoRL 2025 Leveraging First and Zeroth-Order Gradient to Address Imbalanced Black-Box Prompt Tuning via Minimax Optimization AAAI 2025 Leveraging Flatness to Improve Information-Theoretic Generalization Bounds for SGD ICLR 2025 Leveraging Offline Data in Linear Latent Contextual Bandits ICML 2025 Leveraging Sparsity for Sample-Efficient Preference Learning: A Theoretical Perspective ICML 2025 Leveraging Submodule Linearity Enhances Task Arithmetic Performance in LLMs ICLR 2025 Leveraging Unpaired Feedback for Long-Term LLM-based Recommendation Tuning EMNLP 2025 Leveraging Variable Sparsity to Refine Pareto Stationarity in Multi-Objective Optimization ICLR 2025 LiBOG: Lifelong Learning for Black-Box Optimizer Generation IJCAI 2025 LICO: Large Language Models for In-Context Molecular Optimization ICLR 2025 LiD-FL: Towards List-Decodable Federated Learning AAAI 2025 Lifelong Scalable Generative System via Online Maximum Mean Discrepancy AAAI 2025