LLINBO: Trustworthy LLM-in-the-Loop Bayesian Optimization

arXiv:2505.14756 · cs.LG, cs.AI · Submitted 2025-05-20 · Read on arXiv

cs.LG, cs.AI

Submitted: 2025-05-20

Updated: 2026-10-29

Terminology

• Bayesian Optimization — 2× in this paper · explained in 3 episodes
• Bayesian Optimization (BO) — 1× in this paper · explained in 5 episodes
• Core — 1× in this paper · explained in 2 episodes
• Language Models (LLMs) — 1× in this paper · explained in 2 episodes
• Large Language Models (LLMs) — 1× in this paper · explained in 9 episodes
• Surrogate Modeling — 1× in this paper · explained in 2 episodes
• Theoretical Guarantees — 1× in this paper · explained in 2 episodes

Related papers

• Power Distribution Bridges Sampling, Self-Reward RL, and Self-Distillation
• Train Separately, Merge Together: Modular Post-Training with Mixture-of-Experts
• Democratizing Tool Learning with Environments Fully Simulated by a Free 8B Language Model
• D-STEER: Two-Way Control of DPO-Induced Safety Behavior in Activation Space
• Optimal hypersurface decision trees
• Polynomial-Augmented Neural Networks (PANNs) with Weak Orthogonality Constraints for Enhanced Function and PDE Approximation