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Fanghui Liu

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Robust NAS under adversarial training: benchmark, theory, and beyond

Mar 19, 2024
Yongtao Wu, Fanghui Liu, Carl-Johann Simon-Gabriel, Grigorios G Chrysos, Volkan Cevher

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Generalization of Scaled Deep ResNets in the Mean-Field Regime

Mar 14, 2024
Yihang Chen, Fanghui Liu, Yiping Lu, Grigorios G. Chrysos, Volkan Cevher

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Can overfitted deep neural networks in adversarial training generalize? -- An approximation viewpoint

Jan 24, 2024
Zhongjie Shi, Fanghui Liu, Yuan Cao, Johan A. K. Suykens

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Efficient local linearity regularization to overcome catastrophic overfitting

Jan 21, 2024
Elias Abad Rocamora, Fanghui Liu, Grigorios G. Chrysos, Pablo M. Olmos, Volkan Cevher

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On the Convergence of Encoder-only Shallow Transformers

Nov 02, 2023
Yongtao Wu, Fanghui Liu, Grigorios G Chrysos, Volkan Cevher

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Initialization Matters: Privacy-Utility Analysis of Overparameterized Neural Networks

Oct 31, 2023
Jiayuan Ye, Zhenyu Zhu, Fanghui Liu, Reza Shokri, Volkan Cevher

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Federated Learning under Covariate Shifts with Generalization Guarantees

Jun 08, 2023
Ali Ramezani-Kebrya, Fanghui Liu, Thomas Pethick, Grigorios Chrysos, Volkan Cevher

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Benign Overfitting in Deep Neural Networks under Lazy Training

May 30, 2023
Zhenyu Zhu, Fanghui Liu, Grigorios G Chrysos, Francesco Locatello, Volkan Cevher

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Provable benefits of general coverage conditions in efficient online RL with function approximation

Apr 25, 2023
Fanghui Liu, Luca Viano, Volkan Cevher

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Random Fourier Features for Asymmetric Kernels

Sep 18, 2022
Mingzhen He, Fan He, Fanghui Liu, Xiaolin Huang

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