宁婉仪，女，讲师/校聘教授。北京邮电大学计算机科学与技术专业博士，苏黎世联邦理工学院联合培养博士。主要研究方向为分布式深度学习和模型压缩。以第一/共一作者身份在JSAC、TSC、NeurIPS、TNNLS、Euro-Par、ICML workshop等国际顶级期刊和会议上发表论文多篇。联系邮箱：ningwanyi@126.com

发表论文

[1] Wanyi Ning, Jingyu Wang, Qi Qi, Haifeng Sun, Daixuan Cheng, Cong Liu, Lei Zhang, Zirui Zhuang, Jianxin Liao. “Federated Fine-Tuning on Heterogeneous LoRAs With Error-Compensated Aggregation”. [TNNLS’ 25]，中科院一区，CCF-B类

[2] Minwei Zhang, Haifeng Sun, Jingyu Wang, Shaolong Li, Wanyi Ning, Qi Qi, Zirui Zhuang, Jianxin Liao. “ClusterAttn: KV Cache Compression under Intrinsic Attention Clustering”. [ACL’ 25]，CCF-A类

[3] Wanyi Ning, Jingyu Wang, Qi Qi, Mengde Zhu, Haifeng Sun, Daixuan Cheng, Jianxin Liao, Ce Zhang. “Fm-delta: Lossless compression for storing massive fine-tuned foundation models”. [NeurIPS’ 24]，CCF-A类

[4] Mengde Zhu*, Wanyi Ning*, Qi Qi, Jingyu Wang, Zirui Zhuang, Haifeng Sun, Jun Huang, Jianxin Liao. “Fluk: protecting federated learning against malicious clients for internet of vehicles”. [Euro-Par’ 24]，CCF-B类

[5] Wanyi Ning, Qi Qi, Jingyu Wang, Mengde Zhu, Shaolong Li, Guang Yang, Jianxin Liao. “One Teacher is Enough: A Server-Clueless Federated Learning With Knowledge Distillation”. [TSC’ 24] ，CCF-A类

[6] Berivan Isik*, Hermann Kumbong*, Wanyi Ning*, Xiaozhe Yao*, Sanmi Koyejo, Ce Zhang. “Gpt-zip: Deep compression of finetuned large language models”. [ICML’ 23 workshop] ，CCF-A类

[7] Wanyi Ning, Haifeng Sun, Xiaoyuan Fu, Xiang Yang, Qi Qi, Jingyu Wang, Jianxin Liao, Zhu Han. “Following the correct direction: Renovating sparsified SGD towards global optimization in distributed edge learning”. [JSAC’ 21]，CCF-A类