Crossing the Gap: Domain Generalization for Image Captioning. - Yuchen Ren 001; Zhendong Mao 001; Shancheng Fang; Yan Lu 001; Tong He 001; Hao Du; Yongdong Zhang 001; Wanli Ouyang (CVPR, 2023)

Rethinking the BERT-like Pretraining for DNA Sequences. - Chaoqi Liang; Weiqiang Bai; Lifeng Qiao; Yuchen Ren 001; Jianle Sun; Peng Ye 006; Hongliang Yan; Xinzhu Ma; Wangmeng Zuo; Wanli Ouyang (CoRR, 2023)

Model Decides How to Tokenize: Adaptive DNA Sequence Tokenization with MxDNA. - Lifeng Qiao; Peng Ye 006; Yuchen Ren 001; Weiqiang Bai; Chaoqi Liang; Xinzhu Ma; Nanqing Dong; Wanli Ouyang (NeurIPS, 2024)

BEACON: Benchmark for Comprehensive RNA Tasks and Language Models. - Yuchen Ren 001; Zhiyuan Chen; Lifeng Qiao; Hongtai Jing; Yuchen Cai; Sheng Xu; Peng Ye 006; Xinzhu Ma; Siqi Sun; Hongliang Yan; Dong Yuan; Wanli Ouyang; et al. (NeurIPS, 2024)

COMET: Benchmark for Comprehensive Biological Multi-omics Evaluation Tasks and Language Models. - Yuchen Ren 001; Wenwei Han; Qianyuan Zhang; Yining Tang; Weiqiang Bai; Yuchen Cai; Lifeng Qiao; Hao Jiang; Dong Yuan; Tao Chen 003; Siqi Sun; Pan Tan; et al. (CoRR, 2024)

Biology Instructions: A Dataset and Benchmark for Multi-Omics Sequence Understanding Capability of Large Language Models. - Haonan He; Yuchen Ren 001; Yining Tang; Ziyang Xu; Junxian Li 001; Minghao Yang; Di Zhang; Dong Yuan; Tao Chen 003; Shufei Zhang; Yuqiang Li; Nanqing Dong; et al. (CoRR, 2024)

GoRA: Gradient-driven Adaptive Low Rank Adaptation. - Haonan He; Peng Ye 006; Yuchen Ren 001; Yuan Yuan; Lei Chen (CoRR, 2025)