李志泽 - Carnegie Mellon University

基本信息

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职业迁徙

个人简介

My research interests lie in theoretical computer science and machine learning, in particular convex/nonconvex/distributed optimization, federated learning, machine learning, algorithms and data structures.

研究兴趣

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EFSkip: A New Error Feedback with Linear Speedup for Compressed Federated Learning with Arbitrary Data Heterogeneity

Hongyan Bao, Pengwen Chen, Ying Sun,Zhize Li

AAAI 2025no. 15 (2025): 15489-15497

引用0浏览0EI引用

On the Trustworthiness of Generative Foundation Models: Guideline, Assessment, and Perspective

Yue Huang,Chujie Gao, Siyuan Wu,Haoran Wang, Xiangqi Wang,Yujun Zhou, Yanbo Wang, Jiayi Ye, Jiawen Shi, Qihui Zhang,Yuan Li, Han Bao, Zhaoyi Liu,Tianrui Guan,Dongping Chen, Ruoxi Chen,Kehan Guo,Andy Zou, Bryan Hooi Kuen-Yew,Caiming Xiong,Elias Stengel-Eskin,Hongyang Zhang,Hongzhi Yin,Huan Zhang,Huaxiu Yao,Jaehong Yoon,Jieyu Zhang,Kai Shu,Kaijie Zhu,Ranjay Krishna,Swabha Swayamdipta,Taiwei Shi,Weijia Shi,Xiang Li,Yiwei Li, Yuexing Hao, Zhihao Jia,Zhize Li,Xiuying Chen,Zhengzhong Tu,Xiyang Hu,Tianyi Zhou,Jieyu Zhao,Lichao Sun,Furong Huang, Or Cohen Sasson,Prasanna Sattigeri,Anka Reuel,Max Lamparth, Yue Zhao,Nouha Dziri,Yu Su,Huan Sun,Heng Ji,Chaowei Xiao,Mohit Bansal,Nitesh V. Chawla,Jian Pei,Jianfeng Gao,Michael Backes,Philip S. Yu,Neil Zhenqiang Gong,Pin-Yu Chen,Bo Li, Dawn Song,Xiangliang Zhang

CoRR (2025)

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Faster Rates for Compressed Federated Learning with Client-Variance Reduction

Haoyu Zhao,Konstantin Burlachenko,Zhize Li,Peter Richtarik

SIAM JOURNAL ON MATHEMATICS OF DATA SCIENCEno. 1 (2024): 154-175

引用1浏览0EI引用

Escaping Saddle Points in Heterogeneous Federated Learning Via Distributed SGD with Communication Compression

Sijin Chen,Zhize Li,Yuejie Chi

INTERNATIONAL CONFERENCE ON ARTIFICIAL INTELLIGENCE AND STATISTICS, VOL 238 (2024)

引用0浏览0EI引用

Coresets for Clustering with Noisy Data

Lingxiao Huang,Zhize Li,Nisheeth K. Vishnoi,Haoyu Zhao

ICLR 2024 (2024)

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EF21 with Bells Whistles: Practical Algorithmic Extensions of Modern Error Feedback

Ilyas Fatkhullin,Igor Sokolov,Eduard Gorbunov,Zhize Li,Peter Richtárik

ICLR 2022（2022）

引用30浏览0EI引用

Coresets for Vertical Federated Learning: Regularized Linear Regression and K-Means Clustering

Lingxiao Huang,Zhize Li, Jialin Sun,Haoyu Zhao

NEURIPS 2022（2022）

引用18浏览0EI引用

SoteriaFL: A Unified Framework for Private Federated Learning with Communication Compression

Zhize Li,Haoyu Zhao,Boyue Li,Yuejie Chi

NEURIPS 2022（2022）

引用51浏览0EI引用

3PC: Three Point Compressors for Communication-Efficient Distributed Training and a Better Theory for Lazy Aggregation

Peter Richtarik,Igor Sokolov,Ilyas Fatkhullin,Elnur Gasanov,Zhize Li,Eduard Gorbunov

International Conference on Machine Learning（2022）

引用34浏览0EI引用

BEER: Fast O(1/T) Rate for Decentralized Nonconvex Optimization with Communication Compression

Haoyu Zhao,Boyue Li,Zhize Li,Peter Richtárik,Yuejie Chi

NEURIPS 2022 (2022)

引用60浏览0EI引用

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Zhize Li(李志泽)

Research Scientist

论文共 37 篇作者统计合作学者相似作者