Yonghao Li
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The paper proposes ReCAP, a novel continual learning framework for portfolio management, which adaptively combines policies from a library based on detected market regimes to achieve superior long-term returns and rapid adaptation to market shifts.
TRACE proposes a novel method to mitigate catastrophic forgetting in continual LLM fine-tuning by identifying and isolating a small, task-specific subset of essential parameters for each task.
Papers
Regime-Adaptive Continual Learning for Portfolio Management
Chaofan Pan, Lingfei Ren, Linbo Xiong, Yonghao Li +2 more
The paper proposes ReCAP, a novel continual learning framework for portfolio management, which adaptively combines policies from a library based on detected market regimes to achieve superior long-ter…