You-Tian Du

COMPASS: Efficient Structured Reasoning Via Action Policy Compression*

As smart industry evolves toward human-centric collaboration, large language models are increasingly expected to function as cognitive agents that actively support complex reasoning and cooperative decision-making. However, although existing search-based reasoning methods can improve performance on complex reasoning ta...