3 papers
cs.GT2025
Will AI Trade? A Computational Inversion of the No-Trade Theorem
Hanyu Li, Xiaotie Deng
Classic no-trade theorems attribute trade to heterogeneous beliefs. We re-examine this conclusion for AI agents, asking if trade can arise from computational limitations, under com…
cs.CL2025
How Large Language Models Need Symbolism
Xiaotie Deng, Hanyu Li
We argue that AI's future requires more than scaling. To unlock genuine discovery, large language models need a compass: human-crafted symbols to guide their powerful but blind int…
cs.CL2025
IDA-Bench: Evaluating LLMs on Interactive Guided Data Analysis
Hanyu Li, Haoyu Liu, Tingyu Zhu +4
Large Language Models (LLMs) show promise as data analysis agents, but existing benchmarks overlook the iterative nature of the field, where experts' decisions evolve with deeper i…