Detecting Multimodal Situations with Insufficient Context and Abstaining from Baseless Predictions. - Junzhang Liu; Zhecan Wang; Hammad A. Ayyubi; Haoxuan You; Chris Thomas 004; Rui Sun; Shih-Fu Chang; Kai-Wei Chang (ACM Multimedia, 2024)

JourneyBench: A Challenging One-Stop Vision-Language Understanding Benchmark of Generated Images. - Zhecan Wang; Junzhang Liu; Chia-Wei Tang; Hani Alomari; Anushka Sivakumar; Rui Sun; Wenhao Li; Md. Atabuzzaman; Hammad A. Ayyubi; Haoxuan You; Alvi Md. Ishmam; Kai-Wei Chang; et al. (NeurIPS, 2024)

ElastiFormer: Learned Redundancy Reduction in Transformer via Self-Distillation. - Junzhang Liu; Tingkai Liu; Yueyuan Sui; Stephen Xia (CoRR, 2024)

PuzzleGPT: Emulating Human Puzzle-Solving Ability for Time and Location Prediction. - Hammad A. Ayyubi; Xuande Feng; Junzhang Liu; Xudong Lin 003; Zhecan Wang; Shih-Fu Chang (NAACL (Findings), 2025)

ENTER: Event Based Interpretable Reasoning for VideoQA. - Hammad A. Ayyubi; Junzhang Liu; Ali Asgarov; Zaber Ibn Abdul Hakim; Najibul Haque Sarker; Zhecan Wang; Chia-Wei Tang; Hani Alomari; Md. Atabuzzaman; Xudong Lin 003; Naveen Reddy Dyava; Shih-Fu Chang; et al. (CoRR, 2025)