Benchmarking Robustness of Adaptation Methods on Pre-trained Vision-Language Models. - Shuo Chen 014; Jindong Gu; Zhen Han 003; Yunpu Ma; Philip H. S. Torr; Volker Tresp (NeurIPS, 2023)

ForecastTKGQuestions: A Benchmark for Temporal Question Answering and Forecasting over Temporal Knowledge Graphs. - Zifeng Ding; Zongyue Li; Ruoxia Qi; Jingpei Wu; Bailan He; Yunpu Ma; Zhao Meng; Shuo Chen 014; Ruotong Liao; Zhen Han 003; Volker Tresp (ISWC, 2023)

A Systematic Survey of Prompt Engineering on Vision-Language Foundation Models. - Jindong Gu; Zhen Han 003; Shuo Chen 014; Ahmad Beirami; Bailan He; Gengyuan Zhang; Ruotong Liao; Yao Qin 001; Volker Tresp; Philip H. S. Torr (CoRR, 2023)

Understanding and Improving In-Context Learning on Vision-language Models. - Shuo Chen 014; Zhen Han 003; Bailan He; Mark Buckley; Philip H. S. Torr; Volker Tresp; Jindong Gu (CoRR, 2023)

Visual Question Decomposition on Multimodal Large Language Models. - Haowei Zhang 002; Jianzhe Liu; Zhen Han 003; Shuo Chen 014; Bailan He; Volker Tresp; Zhiqiang Xu; Jindong Gu (EMNLP (Findings), 2024)

Stop Reasoning! When Multimodal LLMs with Chain-of-Thought Reasoning Meets Adversarial Images. - Zefeng Wang; Zhen Han 003; Shuo Chen 014; Fan Xue; Zifeng Ding; Xun Xiao; Volker Tresp; Philip Torr 001; Jindong Gu (CoRR, 2024)

Red Teaming GPT-4V: Are GPT-4V Safe Against Uni/Multi-Modal Jailbreak Attacks? - Shuo Chen 014; Zhen Han 003; Bailan He; Zifeng Ding; Wenqian Yu; Philip Torr 001; Volker Tresp; Jindong Gu (CoRR, 2024)

PERFT: Parameter-Efficient Routed Fine-Tuning for Mixture-of-Expert Model. - Yilun Liu; Yunpu Ma; Shuo Chen 014; Zifeng Ding; Bailan He; Zhen Han 003; Volker Tresp (CoRR, 2024)

Multimodal Pragmatic Jailbreak on Text-to-image Models. - Tong Liu 019; Zhixin Lai; Jiawen Wang; Gengyuan Zhang; Shuo Chen 014; Philip Torr 001; Vera Demberg; Volker Tresp; Jindong Gu (ACL (1), 2025)

Can Multimodal Large Language Models Truly Perform Multimodal In-Context Learning? - Shuo Chen 014; Zhen Han 003; Bailan He; Jianzhe Liu; Mark Buckley; Yao Qin 001; Philip Torr 001; Volker Tresp; Jindong Gu (WACV, 2025)

Supposedly Equivalent Facts That Aren't? Entity Frequency in Pre-training Induces Asymmetry in LLMs. - Yuan He 008; Bailan He; Zifeng Ding; Alisia Maria Lupidi; Yuqicheng Zhu; Shuo Chen 014; Caiqi Zhang; Jiaoyan Chen 001; Yunpu Ma; Volker Tresp; Ian Horrocks 001 (CoRR, 2025)

METok: Multi-Stage Event-based Token Compression for Efficient Long Video Understanding. - Mengyue Wang; Shuo Chen 014; Kristian Kersting; Volker Tresp; Yunpu Ma (CoRR, 2025)

True Multimodal In-Context Learning Needs Attention to the Visual Context. - Shuo Chen 014; Jianzhe Liu; Zhen Han 003; Yan Xia 003; Daniel Cremers; Philip Torr 001; Volker Tresp; Jindong Gu (CoRR, 2025)

Parameter-Efficient Routed Fine-Tuning: Mixture-of-Experts Demands Mixture of Adaptation Modules. - Yilun Liu; Yunpu Ma; Yuetian Lu; Shuo Chen 014; Zifeng Ding; Volker Tresp (CoRR, 2025)