PiG-Adapter: Lightweight Knowledge Graph Adaptation for Few-Shot Vision-Language Tuning. - Zeqiang Cai; Jingze Wu; Nannan Zhu; Hongbo Chen (SMC, 2025)

Beyond Perceptual Shortcuts: Causal-Inspired Debiasing Optimization for Generalizable Video Reasoning in Lightweight MLLMs. - Jingze Wu; Quan Zhang; Hongfei Suo; Zeqiang Cai; Hongbo Chen (CoRR, 2026)