百晓学者学者目录

郑波

副教授、博士生导师、教授、讲师，广州大学

精选作品

期刊论文

2026

Accelerating Compound LLM Training Workloads with Maestro

Xiu-Long Yuan, Hongqing Chen, Jiaxuan Peng, Fan Zhou, Zhixiang Ruan, Ze-Kun Wang, Bo Zheng, Rui Men, Haiquan Wang, Zhi-Peng Zhang, Langshi Chen, Man Yuan, Jia-Qi Gao, Zhe Qian, Jun-Yan Lin, Yong Li, Wei Lin, Junhua Wang, Jing-Ren Zhou

arXiv.org

DOI

2026

ID Balancing: Stable Training of Extremely Sparse MoE via PID-Based Load Control

Peng Jin, Zi-Han Qiu, Ze-Kun Wang, Bo Zheng, Yang Xu, Tian-Chi Xie, Xiao Li, Hua-Qing Zhang, Hao-Ran Lian, Rui Men, Dayiheng Liu

2026

On the Design of Qwen3.8-Next Architecture: Evaluation, Efficiency, and Training Stability

Zi-Han Qiu, Ze-Kun Wang, Xiao Li, Yan-Peng Li, Yang Xu, Yi-Xuan Wang, Hua-Qing Zhang, Rui Men, Bowei Mao, Chengruidong Zhang, Fan Zhou, Hao Luo, Haoran Huang, Hao-Ran Lian, Hao-Yan Huang, Hongqing Chen, Jian-Wei Zhang, Jing Xu, Junjie Wang, Langshi Chen, Liang-Yu Wang, Lintong Jiang, Man Yuan, Minmin Sun, Peng Jin, Si-Qi Zhang, Si-Yu Wang, Xing-Zhang Ren, Yakai Wang, Yi Zhang, Yiman Dong, Yi-Zhong Cao, Yu-Bo Ma, Yun-Fei Mao, Bo Zheng, Dayiheng Liu

2026

Erase-then-Delta Attention: Decoupling Erase and Write Addresses in Delta-Rule Linear Attention

Xiao Li, Chengruidong Zhang, Hao Luo, X. Lin, Ze-Kun Wang, Zihan Qiu, Yun-Fei Mao, Langshi Chen, Man Yuan, Minmin Sun, Huiqiang Jiang, Siqi Zhang, Rui Men, Wei Hu, Gong Cheng, Bo Zheng, Dayiheng Liu, Jing-Ren Zhou

arXiv.org

DOI

2026

MaskTab: Scalable Masked Tabular Pretraining with Scaling Laws and Distillation for Industrial Classification

Bo Zheng, Yudong Chen, Zihua Xiong, Shuai Fang, Peidong He, Yang Yang, Sheng Guo

Annual Meeting of the Association for Computational Linguistics

DOI

2026

Breaking Entropy Bounds: Accelerating RL Training via MTP with Rejection Sampling

Yuchen Li, Huiqiang Jiang, Yangyifan Xu, Jian-Xin Yang, Yi Zhang, Yi-Zhong Cao, Yuhao Shen, Fan Zhou, Rui Men, Jian-Wei Zhang, An Yang, Bo-Wen Yu, Bo Zheng, Fei Huang, Jun-Yang Lin, Dayiheng Liu, Jing-Ren Zhou

arXiv.org

DOI

2026

SlimQwen: Exploring the Pruning and Distillation in Large MoE Model Pre-training

Sheng-Kun Tang, Ze-Kun Wang, Bo Zheng, Liang-Yu Wang, Rui Men, Siqi Zhang, Xiu-Long Yuan, Zihan Qiu, Zhiqiang Shen, Dayiheng Liu

arXiv.org

DOI

2026

A Unified View of Attention and Residual Sinks: Outlier-Driven Rescaling is Essential for Transformer Training

Zi-Han Qiu, Zeyu Huang, Kaiyue Wen, Peng Jin, Bo Zheng, Yuxin Zhou, Hao-Feng Huang, Ze-Kun Wang, Xiao Li, Hua-Qing Zhang, Yang Xu, Hao-Ran Lian, Siqi Zhang, Rui Men, Jian-Wei Zhang, Ivan Titov, Dayiheng Liu, Jing-Ren Zhou, Jun-Yang Lin

arXiv.org

DOI

2025

Gated Attention for Large Language Models: Non-linearity, Sparsity, and Attention-Sink-Free

Zi-Han Qiu, Zekun Wang, Bo Zheng, Zeyu Huang, Kaiyue Wen, Songlin Yang, Rui Men, Le Yu, Fei Huang, Suo-Zhi Huang, Dayiheng Liu, Jingren Zhou, Jun-Yang Lin

Neural Information Processing Systems

DOI

2025

Demons in the Detail: On Implementing Load Balancing Loss for Training Specialized Mixture-of-Expert Models

Zi-Han Qiu, Zeyu Huang, Bo Zheng, Kaiyue Wen, Zekun Wang, Rui Men, Ivan Titov, Dayiheng Liu, Jing-Ren Zhou, Jun-Yang Lin

Annual Meeting of the Association for Computational Linguistics

DOI

2025

CodeElo: Benchmarking Competition-level Code Generation of LLMs with Human-comparable Elo Ratings

Shanghaoran Quan, Jia-Xin Yang, Bo-Wen Yu, Bo Zheng, Dayiheng Liu, An Yang, Xuan-Cheng Ren, Bofei Gao, Yibo Miao, Yunlong Feng, Zekun Wang, Jian Yang, Zeyu Cui, Yang Fan, Yichang Zhang, Binyuan Hui, Junyang Lin

arXiv.org

DOI

2025

OpenCUA: Open Foundations for Computer-Use Agents

Xinyuan Wang, Bo-Wen Wang, Dun-Jie Lu, Junlin Yang, Tian-Bao Xie, Junli Wang, Jiaqi Deng, Xiao-Le Guo, Yiheng Xu, Chen Henry Wu, Zhen-Nan Shen, Zhuo Li, Ryan Li, Xiao-Chuan Li, Jun-Da Chen, Bo Zheng, Pei-Hang Li, Fangyu Lei, Ruisheng Cao, Yeqiao Fu, Dongchan Shin, M. Shin, Jia-Rui Hu, Yu-Yan Wang, Ji-Xuan Chen, Yuxiao Ye, Danyang Zhang, Dikang Du, Hao Hu, Hua-Rong Chen, Zaida Zhou, Haotian Yao, Ziwei Chen, Qi-Zheng Gu, Yi-Pu Wang, Heng Wang, Diyi Yang, Victor Zhong, Flood Sung, Y. Charles, Zhi-Lin Yang, Tao Yu

Neural Information Processing Systems

DOI

2025

Qwen3-Omni Technical Report

Jin Xu, Zhi-Fang Guo, Hang-Rui Hu, Yun-Fei Chu, Xiong Wang, Jinzheng He, Yuxuan Wang, Xianzhong Shi, Ting He, Xinfa Zhu, Yuanjun Lv, Yongqi Wang, Da-Ke Guo, He Wang, Lin-Han Ma, Pei Zhang, Xinyu Zhang, Hongkun Hao, Zishan Guo, Bao-Song Yang, Bin Zhang, Ziyang Ma, Xipin Wei, Shuai Bai, Ke Chen, Xue-Jing Liu, Peng Wang, Mingkun Yang, Dayiheng Liu, Xing-Zhang Ren, Bo Zheng, Rui Men, Fan Zhou, Bo-Wen Yu, Jian-Xin Yang, Le Yu, Jing-Jun Zhou, Jun-Yang Lin

arXiv.org

DOI

2024

Qwen2 Technical Report

An Yang, Baosong Yang, Binyuan Hui, Bo Zheng, Bo-Wen Yu, Chang Zhou, Cheng-Peng Li, Cheng-Yuan Li, Dayiheng Liu, Fei Huang, Guanting Dong, Hao-Ran Wei, Huan Lin, Jia-Long Tang, Jia-Lin Wang, Jian Yang, Jian-Hong Tu, Jian-Wei Zhang, Jian-Xin Ma, Jian-Xin Yang, Jin Xu, Jing-Ren Zhou, Jinze Bai, Jinzheng He, Jun-Yang Lin, K. Dang, Ke-Ming Lu, Ke-Yang Chen, Kexin Yang, Mei Li, Min Xue, Na Ni, Pei Zhang, Peng Wang, Ru Peng, Rui Men, Rui-Ze Gao, Run-Ji Lin, Shijie Wang, Shuai Bai, Sinan Tan, Tianhang Zhu, Tian-Hao Li, Tianyu Liu, Wenbin Ge, Xiaodong Deng, Xiao-Huan Zhou, Xing-Zhang Ren, Xinyu Zhang, Xipin Wei, Xuancheng Ren, Xue-Jing Liu, Yang Fan, Yang Yao, Yichang Zhang, Yunyang Wan, Yun-Fei Chu, Yu-Qiong Liu, Zeyu Cui, Zhen-Ru Zhang, Zhi-Fang Guo, Zhi-Wei Fan

arXiv.org

DOI

2024

M2rc-Eval: Massively Multilingual Repository-level Code Completion Evaluation

Jia-Heng Liu, Ken Deng, Congnan Liu, Jian Yang, Shu-Kai Liu, He Zhu, Peng Zhao, Lin-Zheng Chai, Ya-Nan Wu, Ke Jin, Ge Zhang, Z. Wang, Guo-An Zhang, Bangyu Xiang, Wen-Bo Su, Bo Zheng

arXiv.org

DOI

2018

网络安全人才——国家网络空间安全的捍卫者

郑波

《网信军民融合》

Task Matters: Knowledge Requirements Shape LLM Responses to Context–Memory Conflict

Kaiser Sun, Fan Bai, M. Dredze, Zhuo-Ran Jin, Pengfei Cao, Hongbang Yuan, Yubo Chen, Jie-Xin Xu, Huai-Jun Li, Xiao-Jian Jiang, Kang Liu, Patrick Lewis, Ethan Perez, Aleksandra Piktus, F. Petroni, Vladimir Karpukhin, Naman Goyal, Yang Liu, Dan Iter, Yi-Chong Xu, Shuo-Hang Wang, An Yang, Bao-Song Yang, Beichen Zhang, Binyuan Hui, Bo Zheng, Bo-Wen Yu, Cheng-Yuan Li, Dayiheng Liu, Fei Huang, Hao-Ran Wei, Huan Lin, Jian Yang, Jian-Hong Tu, Jian-Wei Zhang, Jian-Xin Yang, Jia-Xin Yang, Jing-Ren Zhou, Jun-Yang Lin, K. Dang, Ke-Ming Lu, Ke-Qin Bao, Kexin Yang, Le Yu, Mei Li, Mingfeng Xue, Pei Zhang, Qin Zhu, Rui Men, Run-Ji Lin, Tian-Hao Li

会议论文

2020

基于等级保护2.0的电力物联网信息安全质量评估研究

张博凡，郑波，李佳亭

《2020中国网络安全等级保护和关键信息基础设施保护大会》

DOI

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