Jieyang Xu

MURKA: Multi-Reward Reinforcement Learning with Knowledge Alignment for Optimization Tasks

Optimization plays a central role in Operations Research (OR) and numerous industrial applications, yet automating the end-to-end process of translating natural language descriptions into executable optimization programs remains a formidable challenge. While recent efforts have applied Large Languag…