Changlun Li

PhD student, The Hong Kong University of Science and Technology (Guangzhou)

1 paper at NeurIPS 2025

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Poster Session 2

Wednesday, December 3, 2025 · 4:30 PM → 7:30 PM

Time Travel is Cheating: Going Live with DeepFund for Real-Time Fund Investment Benchmarking

#2407 · Changlun Li, Yao SHI, Chen Wang, Qiqi Duan, Runke RUAN, Weijie Huang, Haonan Long, Lijun Huang, Nan Tang, Yuyu Luo

DeepFund introduces a live benchmarking framework that prevents LLMs from 'cheating' by using live market data, revealing that most current LLMs struggle to make profitable trading decisions in real-time market conditions.