This survey reviews agentic quantitative trading across five stages: factor mining, signal discovery, portfolio construction, order execution, and risk management, and finds that current systems remain concentrated on signal discovery, while complete integration with portfolio construction, execution, and risk control...
Feng-Rui Hua, Heng-Yi Yang, Xinqing Hao et al.· 1 citation
Envs-FORGE is presented, a prompting policy that converts verifier rewards into per-seed environment-synthesis actions and solves a per-seed mixed-integer linear program (MILP) to choose the action that conditions generation.
Xiao-Jun Wu, Ce-Hao Yang, Hong-Hao Liu et al.· 2 citations
LazyTrain is proposed, an optimization layer over a layer-streaming executor that formulates checkpoint selection, activation placement, recomputation, and CPU-GPU-NVMe communication overlap as a mixed-integer scheduling problem, then executes the solved policy during training.
Xiao-Jun Wu, Ce-Hao Yang, Hong-Hao Liu et al.· 1 citation
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