Catapults in SGD: spikes in the training loss and their impact on generalization through feature learning
Zhu, Libin, Liu, Chaoyue, Radhakrishnan, Adityanarayanan, Belkin, Mikhail
Year of Publication 07.06.2023
Year of Publication 07.06.2023
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Journal Article
Quadratic models for understanding catapult dynamics of neural networks
Zhu, Libin, Liu, Chaoyue, Radhakrishnan, Adityanarayanan, Belkin, Mikhail
Year of Publication 24.05.2022
Year of Publication 24.05.2022
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Journal Article
OTDA: a Unsupervised Optimal Transport framework with Discriminant Analysis for Keystroke Inference
Jin, Kun, Liu, Chaoyue, Xia, Cathy
Published in 2020 IEEE Conference on Communications and Network Security (CNS) (01.06.2020)
Published in 2020 IEEE Conference on Communications and Network Security (CNS) (01.06.2020)
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Conference Proceeding
Machine Learning-Assisted Multi-Objective Optimization of Battery Manufacturing from Synthetic Data Generated by Physics-Based Simulations
Duquesnoy, Marc, Liu, Chaoyue, Dominguez, Diana Zapata, Kumar, Vishank, Ayerbe, Elixabete, A. Franco, Alejandro
Published in ECS Meeting Abstracts (28.08.2023)
Published in ECS Meeting Abstracts (28.08.2023)
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Journal Article
Toward High-Performance Energy and Power Battery Cells with Machine Learning-based Optimization of Electrode Manufacturing
Duquesnoy, Marc, Liu, Chaoyue, Kumar, Vishank, Ayerbe, Elixabete, Franco, Alejandro A
Year of Publication 07.07.2023
Year of Publication 07.07.2023
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Journal Article
High-performance waveguide Ge/Si avalanche photodiode with simplified fabrication processes
Xiang, Yuluan, Cao, Hengzhen, Liu, Chaoyue, Dai, Daoxin
Published in 2021 Asia Communications and Photonics Conference (ACP) (01.10.2021)
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Published in 2021 Asia Communications and Photonics Conference (ACP) (01.10.2021)
Conference Proceeding
Silicon-Graphene Heterojunction Waveguide Photodetector with a 3dB-bandwidth of >14 GHz
Liu, Chaoyue, Guo, Jingshu, Yu, Laiwen, Xiang, Yuluan, Dai, Daoxin
Published in 2021 Asia Communications and Photonics Conference (ACP) (01.10.2021)
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Published in 2021 Asia Communications and Photonics Conference (ACP) (01.10.2021)
Conference Proceeding
Aiming towards the minimizers: fast convergence of SGD for overparametrized problems
Liu, Chaoyue, Drusvyatskiy, Dmitriy, Belkin, Mikhail, Davis, Damek, Ma, Yi-An
Year of Publication 05.06.2023
Year of Publication 05.06.2023
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Journal Article
Experimental study on synergistic coupling between pulsating heat pipe to enhance heat transfer characteristics
Shang, Fumin, Liu, Chaoyue, Yang, Kangzhe, Yang, Qingjing, Liu, Jianhong
Published in 2021 IEEE 4th International Electrical and Energy Conference (CIEEC) (28.05.2021)
Published in 2021 IEEE 4th International Electrical and Energy Conference (CIEEC) (28.05.2021)
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Conference Proceeding
Realization of advanced passive silicon photonic devices with subwavelength-grating structures developed by efficient inverse design
Guo, Jingshu, Yu, Laiwen, Xiang, Hengtai, Zhao, Yuqi, Liu, Chaoyue, Dai, Daoxin
Year of Publication 02.12.2022
Year of Publication 02.12.2022
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Journal Article
(Digital Presentation) 3D Electrochemical Model Revealing Electrode Manufacturing Parameters’ Effects on Battery Performance
Liu, Chaoyue, Lombardo, Teo, Xu, Jiahui, Ngandjong, Alain C., A. Franco, Alejandro
Published in Meeting abstracts (Electrochemical Society) (09.10.2022)
Published in Meeting abstracts (Electrochemical Society) (09.10.2022)
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Journal Article
Feasible Analysis of Pulsating Heat Pipe Applied to Proton Exchange Membrane Fuel Cell
Shang, Fumin, Yang, Kangzhe, Yan, Tianhai, Ju, Haijiao, Liu, Chaoyue, Liu, Jianhong
Published in 2022 7th International Conference on Power and Renewable Energy (ICPRE) (23.09.2022)
Published in 2022 7th International Conference on Power and Renewable Energy (ICPRE) (23.09.2022)
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Conference Proceeding