From Flat to Hierarchical: Evolving Tree-structured Thoughts for Fine-grained Alpha Mining

Junji Ren, Junjie Zhao, Shengcai Liu +1

Alpha mining, aimed at discovering predictive return signals, is typically formulated as symbolic regression. Traditional symbolic methods suffer from search inefficiency and biase…