
Research
Publications
Selected research on trustworthy multimodal models, adversarial robustness, efficient AI, and graph learning.


TARS: MinMax Token-Adaptive Preference Strategy for MLLM Hallucination Reduction
European Conference on Computer Vision 2026


A Survey of Token Compression for Efficient Multimodal Large Language Models
Transactions on Machine Learning Research 2026





Extracting Higher Order Topological Semantic via Motif-Based Deep Graph Neural Networks
IEEE Transactions on Computational Social Systems 2024