Efficient and Accurate Prompt Optimization: the Benefit of Memory in Exemplar-Guided Reflection. - Cilin Yan; Jingyun Wang 001; Lin Zhang; Ruihui Zhao; Xiaopu Wu; Kai Xiong; Qingsong Liu; Guoliang Kang; Yangyang Kang (ACL (1), 2025)

USB-Rec: An Effective Framework for Improving Conversational Recommendation Capability of Large Language Model. - Jianyu Wen; Jingyun Wang 001; Cilin Yan; Jiayin Cai; Xiaolong Jiang; Ying Zhang 026 (RecSys, 2025)

Globality Strikes Back: Rethinking the Global Knowledge of CLIP in Training-Free Open-Vocabulary Semantic Segmentation. - Jingyun Wang 001; Cilin Yan; Guoliang Kang (CoRR, 2025)