Family-aware evolutionary alpha mining with LLM-guided symbolic hybridization.
Formulaic alpha mining: strongly-typed GP + GFlowNet search over a typed DSL, with C++/OpenMP portfolio backtest kernels — crypto perps, US equities, China A-shares
Diffusion-flow generative model for alpha factor discovery — learns P(α) ∝ R(α) over expression space for diverse, reward-proportional alpha portfolios
LLM-agent pipeline for formulaic alpha discovery on WorldQuant BRAIN, published with the full research archive it produced (archived)
A股因子自进化与诚实验证方法论:8 类系统性证伪、652 次试验、预注册与观察单制度 | Self-evolving A-share factor engine with an honest-validation methodology: 8 falsification campaigns, 652 honestly-counted trials, pre-registration and frozen watchlists
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