2 papers
cs.LG2026
Uncertainty-Aware Simulation-Based Inference for Operations Research with Large Language Models
Liang Guo, Lin Shaochong, Shen Zuo-Jun Max +1
Deploying large language models (LLMs) for operations research (OR) tasks remains challenging because correctness depends on a coherent modeling process, not merely a correct final…
cs.LG2025
Derivative-Free Optimization via Finite Difference Approximation: An Experimental Study
Wang Du-Yi, Liang Guo, Liu Guangwu +1
Derivative-free optimization (DFO) is vital in solving complex optimization problems where only noisy function evaluations are available through an oracle. Within this domain, DFO…