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Publications

(* indicates equal contribution; † indicates corresponding author)


2025
TwinMarket: A Scalable Behavioral and Social Simulation for Financial Markets
Yuzhe Yang*, Yifei Zhang*, Minghao Wu*, Kaidi Zhang, Yunmiao Zhang, Honghai Yu†, Yan Hu, Benyou Wang†

Best Paper Award, ICLR 2025 Workshop on Advances in Financial AI
A multi-agent framework that leverages LLMs to simulate socio-economic systems
Paper / Code / Project Page

UCFE: A User-Centric Financial Expertise Benchmark for Large Language Models
Yuzhe Yang*, Yifei Zhang*, Yan Hu*, Yilin Guo, Ruoli Gan, Yueru He, Mingcong Lei, Xiao Zhang, Haining Wang, Qianqian Xie†, Jimin Huang, Honghai Yu†, Benyou Wang†

Findings of NAACL 2025
#1 Paper of the day on Huggingface
A User-Centric framework designed to evaluate LLMs' ability to handle complex financial tasks
Paper / Code / Dataset

FDPT: Federated Discrete Prompt Tuning for Black-Box Visual-Language Models
Jiaqi Wu, Simin Chen, Jing Tang, Yuzhe Yang, Yiming Chen, Lixu Wang, Song Lin, Zehua Wang, Wei Chen, Zijian Tian

ICCV 2025
Federated prompt tuning approach for black-box visual-language models
Paper

Feature Extraction and Steering for Enhanced Chain-of-Thought Reasoning in Language Models
Zihao Li, Xu Wang, Yuzhe Yang, Ziyu Yao, Haoyi Xiong, Mengnan Du†

arXiv preprint 2025
Enhance LLM reasoning by steering activations via a novel SAE-free method using Chain-of-Thought features, without external data
Paper


2024
Open-FinLLMs: Open Multimodal Large Language Models for Financial Applications
Jimin Huang, Mengxi Xiao, Dong Li, Zihao Jiang, Yuzhe Yang, Yifei Zhang, Lingfei Qian, Yan Wang, Xueqing Peng, Yang Ren, Ruoyu Xiang, Zhengyu Chen, Xiao Zhang, Yueru He, Weiguang Han, Shunian Chen, Lihang Shen, Daniel Kim, Yangyang Yu, Yupeng Cao, Zhiyang Deng, Haohang Li, Duanyu Feng, Yongfu Dai, VijayaSai Somasundaram, Peng Lu, Guojun Xiong, Zhiwei Liu, Zheheng Luo, Zhiyuan Yao, Ruey-Ling Weng, Meikang Qiu, Kaleb E Smith, Honghai Yu, Yanzhao Lai, Min Peng, Jian-Yun Nie, Jordan W. Suchow, Xiao-Yang Liu†, Benyou Wang†, Alejandro Lopez-Lira†, Qianqian Xie†, Sophia Ananiadou, Junichi Tsujii

arXiv preprint 2024
First open-source financial multimodal LLM: FinLLaVA-8B
Paper / Model

FAST-CA: Fusion-based Adaptive Spatial-Temporal Learning with Coupled Attention for airport network delay propagation prediction
Chi Li, Xixian Qi, Yuzhe Yang, Zhuo Zeng,Lianmin Zhang, Jianfeng Mao†

Information Fusion 2024
SOTA spatio-temporal model for predicting airport network delay propagation
Paper

FedDTPT: Federated Discrete and Transferable Prompt Tuning for Black-Box Large Language Models
Jiaqi Wu, Simin Chen, Yuzhe Yang, Yijiang Li, Shiyue Hou, Rui Jing, Zehua Wang, Wei Chen, Zijian Tian

arXiv preprint 2024
A federated prompt tuning method for black-box LLMs, enhancing privacy, efficiency, and performance on non-iid data
Paper