Compositional Reasoning

Parse, Align and Aggregate: Graph-driven Compositional Reasoning for Video Question Answering

Jiangtong Li, Zhaohe Liao, Fengshun Xiao, Tianjiao Li, Qiang Zhang, Haohua Zhao, Li Niu, Guang Chen, Liqing Zhang, Changjun Jiang

IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI 2026)

Video Question Answering Compositional Reasoning Graph Neural Network

Divide and Conquer: Exploring Language-centric Tree Reasoning for Video Question-Answering

Jiangtong Li*, Zhaohe Liao*, Siyu Sun, Qingyang Liu, Fengshun Xiao, Tianjiao Li, Qiang Zhang, Guang Chen, Li Niu, Changjun Jiang, Liqing Zhang

International Conference on Machine Learning (ICML 2025)

Video Question Answering Compositional Reasoning Large Language Model

Align and Aggregate: Compositional Reasoning with Video Alignment and Answer Aggregation for Video Question-Answering

Zhaohe Liao*, Jiangtong Li*, Li Niu, Liqing Zhang.

Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR 2024)

Video Question Answering Compositional Reasoning Video Understanding