Ren, Shuo

3 publications

NeurIPS 2025 KTAE: A Model-Free Algorithm to Key-Tokens Advantage Estimation in Mathematical Reasoning Wei Sun, Wen Yang, Pu Jian, Qianlong Du, Fuwei Cui, Shuo Ren, Jiajun Zhang

ICLR 2021 GraphCodeBERT: Pre-Training Code Representations with Data Flow Daya Guo, Shuo Ren, Shuai Lu, Zhangyin Feng, Duyu Tang, Shujie Liu, Long Zhou, Nan Duan, Alexey Svyatkovskiy, Shengyu Fu, Michele Tufano, Shao Kun Deng, Colin Clement, Dawn Drain, Neel Sundaresan, Jian Yin, Daxin Jiang, Ming Zhou

AAAI 2019 Unsupervised Neural Machine Translation with SMT as Posterior Regularization Shuo Ren, Zhirui Zhang, Shujie Liu, Ming Zhou, Shuai Ma