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cs.AI2025
Profit Mirage: Revisiting Information Leakage in LLM-based Financial Agents
Xiangyu Li, Yawen Zeng, Xiaofen Xing +2
LLM-based financial agents have attracted widespread excitement for their ability to trade like human experts. However, most systems exhibit a "profit mirage": dazzling back-tested…
cs.AI2025
QuantAgents: Towards Multi-agent Financial System via Simulated Trading
Xiangyu Li, Yawen Zeng, Xiaofen Xing +2
In this paper, our objective is to develop a multi-agent financial system that incorporates simulated trading, a technique extensively utilized by financial professionals. While cu…
cs.AI2024
SleepCoT: A Lightweight Personalized Sleep Health Model via Chain-of-Thought Distillation
Huimin Zheng, Xiaofeng Xing, Xiangmin Xu
We present a novel approach to personalized sleep health management using few-shot Chain-of-Thought (CoT) distillation, enabling small-scale language models (> 2B parameters) to ri…