Liu, Mengdi

4 publications

ICLR 2026 Lost in Tokenization: Context as the Key to Unlocking Biomolecular Understanding in Scientific LLMs Kai Zhuang, Jiawei Zhang, Yumou Liu, Hanqun Cao, Chunbin Gu, Mengdi Liu, Zhangyang Gao, Zitong Jerry Wang, Xuanhe Zhou, Pheng-Ann Heng, Lijun Wu, Conghui He, Cheng Tan
AAAI 2025 CP-DETR: Concept Prompt Guide DETR Toward Stronger Universal Object Detection Qibo Chen, Weizhong Jin, Jianyue Ge, Mengdi Liu, Yuchao Yan, Jian Jiang, Li Yu, Xuanjiang Guo, Shuchang Li, Jianzhong Chen
ICCV 2025 G2PDiffusion: Cross-Species Genotype-to-Phenotype Prediction via Evolutionary Diffusion Mengdi Liu, Zhangyang Gao, Hong Chang, Stan Z. Li, Shiguang Shan, Xilin Chen
NeurIPS 2025 ProtInvTree: Deliberate Protein Inverse Folding with Reward-Guided Tree Search Mengdi Liu, Xiaoxue Cheng, Zhangyang Gao, Hong Chang, Cheng Tan, Shiguang Shan, Xilin Chen