Optimization

LLMs for Bayesian Optimization in Scientific Domains: Are We There Yet? EMNLP 2025 LM-Searcher: Cross-domain Neural Architecture Search with LLMs via Unified Numerical Encoding EMNLP 2025 Local convergence of simultaneous min-max algorithms to differential equilibrium on Riemannian manifold ICLR 2025 Locally Convex Global Loss Network for Decision-Focused Learning AAAI 2025 Locally Optimal Descent for Dynamic Stepsize Scheduling AISTATS 2025 LoCA: Location-Aware Cosine Adaptation for Parameter-Efficient Fine-Tuning ICLR 2025 Local Prompt Optimization NAACL 2025 Local Steps Speed Up Local GD for Heterogeneous Distributed Logistic Regression ICLR 2025 Logarithmic Regret for Online KL-Regularized Reinforcement Learning ICML 2025 Logarithmic Regret for Unconstrained Submodular Maximization Stochastic Bandit ALT 2025 Logical forms complement probability in understanding language model (and human) performance ACL 2025 Logically Constrained Decoding EMNLP 2025 Logical Reasoning with Outcome Reward Models for Test-Time Scaling EMNLP 2025 Logic-Logit: A Logic-Based Approach to Choice Modeling ICLR 2025 LogicTree: Structured Proof Exploration for Coherent and Rigorous Logical Reasoning with Large Language Models EMNLP 2025 LOGO — Long cOntext aliGnment via efficient preference Optimization ICML 2025 Log-Sum-Exponential Estimator for Off-Policy Evaluation and Learning ICML 2025 LoLCATs: On Low-Rank Linearizing of Large Language Models ICLR 2025 LongDiff: Training-Free Long Video Generation in One Go CVPR 2025 LongDPO: Unlock Better Long-form Generation Abilities for LLMs via Critique-augmented Stepwise Information ACL 2025 Longhorn: State Space Models are Amortized Online Learners ICLR 2025 LongMamba: Enhancing Mamba's Long-Context Capabilities via Training-Free Receptive Field Enlargement ICLR 2025 LongPO: Long Context Self-Evolution of Large Language Models through Short-to-Long Preference Optimization ICLR 2025 LongRoPE2: Near-Lossless LLM Context Window Scaling ICML 2025 Lookahead Q-Cache: Achieving More Consistent KV Cache Eviction via Pseudo Query EMNLP 2025