Accepted Papers

Multimodal Financial Foundation Models (MFFMs): Progress, Prospects, and Challenges (PDF)

• Authors: Xiao-Yang Liu Yanglet, Li Deng

GVdoc: Graph-based Visual Document Classification

• Authors: Fnu Mohbat, Mohammed Zaki

Open FinLLM Leaderboard: Towards Financial AI Readiness (PDF)

• Authors: Shengyuan Colin Lin, Felix Tian, Keyi Wang, Xingjian Zhao, Jimin Huang, Qianqian Xie, Luca Borella, Matt White, Christina Dan Wang, Kairong Xiao, Xiao-Yang Liu Yanglet, Li Deng

Professional Readiness of LLMs in Financial Regulations? A Report of Regulations Challenge at COLING 2025 (PDF)

• Authors: Keyi Wang, Sarah Huang, Charlie Shen, Kaiwen He, Felix Tian, Jaisal Patel, Christina Dan Wang, Kairong Xiao, Xiao-Yang Liu Yanglet

High-Quality Financial Benchmark (QFinBen): Can LLMs Earn Degrees and Certificates? (PDF)

• Authors: Jaisal Patel, Andy Zhu, Felix Tian, Sarah Huang, Ethan Chang, Christina Dan Wang, Kairong Xiao, Xiao-Yang Liu Yanglet

InvestorBench: A Benchmark for Financial Decision-Making Tasks with LLM-based Agent in Multimodal Market Environment (PDF)

• Authors: Haohang Li, Yupeng Cao, Yangyang Yu, Shashidhar Reddy Javaji, Zhiyang Deng, Yueru He, Yuechen Jiang, Qianqian Xie, Jordan W. Suchow, K. P. Subbalakshmi, Zining Zhu, Jimin Huang

FinCon: A Synthesized LLM Multi-Agent System with Conceptual Verbal Reinforcement for Enhanced Financial Decision Making (PDF)

• Authors: Yangyang Yu, Zhiyuan Yao, Haohang Li, Zhiyang Deng, Yuechen Jiang, Yupeng Cao, Zhi Chen, Jordan W. Suchow, Zhenyu Cui, Zhaozhuo Xu, Denghui Zhang, K. P. Subbalakshmi, Guojun Xiong, Yueru He, Jimin Huang, Dong Li, Qianqian Xie

RiskLabs: Predicting Financial Risk Using Large Language Model  based on Multimodal and Multi-Sources Data (PDF)

• Authors: Yupeng Cao, Zhi Chen, Prashant Kumar, Qingyun Pei, Yangyang Yu, Haohang Li, K.P. Subbalakshmi, Papa Momar Ndiaye

TradingGPT: Elevating Financial Trading Performance in Multi-Modal Market Environments via LLM-Powered  Multi-Agent Collaboration and Debate (PDF)

• Authors: Yang Li, Yangyang Yu, Haohang Li, Zhiyang Deng, Yupeng Cao, Khaldoun Khashanah

Supervised Autoencoder MLP for Financial Time Series Forecasting (PDF)

• Authors: Bartosz B. Bieganowski, Robert Ślepaczuk