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Global Convergence of MAML and Theory-Inspired Neural Architecture Search for Few-Shot Learning


Mar 17, 2022
Haoxiang Wang , Yite Wang , Ruoyu Sun , Bo Li

* Accepted at CVPR 2022. The code will be released at https://github.com/YiteWang/MetaNTK-NAS Authors' note: This work has an overlap with our previous tech report, arXiv:2006.14606 

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Towards Understanding the Impact of Model Size on Differential Private Classification


Nov 27, 2021
Yinchen Shen , Zhiguo Wang , Ruoyu Sun , Xiaojing Shen


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Federated Semi-Supervised Learning with Class Distribution Mismatch


Oct 29, 2021
Zhiguo Wang , Xintong Wang , Ruoyu Sun , Tsung-Hui Chang


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Momentum Doesn't Change the Implicit Bias


Oct 08, 2021
Bohan Wang , Qi Meng , Huishuai Zhang , Ruoyu Sun , Wei Chen , Zhi-Ming Ma


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Achieving Small Test Error in Mildly Overparameterized Neural Networks


Apr 24, 2021
Shiyu Liang , Ruoyu Sun , R. Srikant


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On a Faster $R$-Linear Convergence Rate of the Barzilai-Borwein Method


Jan 22, 2021
Dawei Li , Ruoyu Sun

* 11 pages. Corrected typos 

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Towards a Better Global Loss Landscape of GANs


Nov 10, 2020
Ruoyu Sun , Tiantian Fang , Alex Schwing

* Accepted to NeurIPS 2020 (oral). 43 pages, 20 figures 

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Center-wise Local Image Mixture For Contrastive Representation Learning


Nov 05, 2020
Hao Li , Xiaopeng Zhang , Ruoyu Sun , Hongkai Xiong , Qi Tian


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A Single-Loop Smoothed Gradient Descent-Ascent Algorithm for Nonconvex-Concave Min-Max Problems


Oct 29, 2020
Jiawei Zhang , Peijun Xiao , Ruoyu Sun , Zhi-Quan Luo


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