Junyu Luo

LLMs can beat SOTA quantitative finance baselines by modeling financial markets as a dynamic competition between "Modes of Thought" and prioritizing enduring market wisdom over transient anomalies.

By explicitly modeling the factor pool as a dynamic, interconnected graph, AlphaPROBE uncovers more robust and diverse alpha factors than traditional methods that treat factor discovery as isolated events or fragmented chains.