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林濤
(西湖大學工學院特聘研究員)
鎖定
- 中文名
- 林濤
- 畢業院校
- 浙江大學電氣工程學院
- 學位/學歷
- 博士
- 專業方向
- 計算機科學與技術
林濤個人經歷
2014年畢業於浙江大學電氣工程學院;
2017年獲得瑞士洛桑聯邦理工學院(EPFL)碩士學位;
2022年獲得瑞士洛桑聯邦理工學院(EPFL)博士學位。
林濤主要成果
林濤博士的研究領域為(1)深度學習與優化,和(2)分佈式深度學習與推理系統。相關成果達20餘篇論文,其中以一作/共同一作身份在頂級機器學習會議如ICML/NeurIPS/ICLR上發表論文9篇。根據谷歌學術統計,論文引用達1500餘次(截至2022年06月),H指數16。
林濤代表論文
(#代表corresponding author,*代表equal contribution)
1. Liangze Jiang*, Tao Lin*#. "Test-Time Robust Personalization for Federated Learning." preprint.
2. Thijs Vogels*, Lie He*, Anastasia Koloskova, Tao Lin, Sai Praneeth Karimireddy, Sebastian U. Stich, Martin Jaggi. "RelaySum for Decentralized Deep Learning on Heterogeneous Data." NeurIPS 2021.
3. Tao Lin#, Sai Praneeth Karimireddy, Sebastian U. Stich, Martin Jaggi. "Quasi-Global Momentum: Accelerating Decentralized Deep Learning on Heterogeneous Data." ICML 2021.
4. Lingjing Kong*, Tao Lin*#, Anastasia Koloskova, Martin Jaggi, Sebastian U. Stich. "Consensus Control for Decentralized Deep Learning." ICML 2021.
5. Tao Lin*#, Lingjing Kong*, Sebastian U. Stich, Martin Jaggi. "Ensemble Distillation for Robust Model Fusion in Federated Learning." NeurIPS 2020.
6. Mengjie Zhao*, Tao Lin*, Fei Mi, Martin Jaggi, Hinrich Schütze. "Masking as an Efficient Alternative to Finetuning for Pretrained Language Models." EMNLP 2020.
7. Tao Lin*#, Lingjing Kong*, Sebastian U. Stich, Martin Jaggi. "Extrapolation for Large-batch Training in Deep Learning." ICML 2020.
8. Tao Lin#, Sebastian U. Stich, Luis Barba, Daniil Dmitriev, Martin Jaggi. "Dynamic Model Pruning with Feedback." ICLR 2020.
9. Anastasia Koloskova*, Tao Lin*, Sebastian U. Stich, Martin Jaggi. "Decentralized Deep Learning with Arbitrary Communication Compression." ICLR 2020.
10. Tao Lin#, Sebastian U. Stich, Kumar Kshitij Patel, Martin Jaggi. "Don't Use Large Mini-Batches, Use Local SGD." ICLR 2020.
11. Tian Guo, Tao Lin, Nino Antulov-Fantulin. "Exploring Interpretable LSTM Neural Networks over Multi-Variable Data." ICML 2019.
12. Tao Lin*#, Tian Guo*, Karl Aberer. "Hybrid Neural Networks for Learning the Trend in Time Series." IJCAI 2017.
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- 參考資料
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- 1. 林濤博士 .西湖大學[引用日期2022-12-13]