Ling Tang (唐灵)

I am a first-year Ph.D. student in Computer Science at Shanghai Jiao Tong University. Now, I am a member of Lab for Interpretability and Theory-Driven Deep Learning, Department of Computer Science & Engineering and advised by Prof. Quanshi Zhang. My current research focuses on theoretical foundations of Deep Learning and Explainable AI.

Email: tling@sjtu.edu.cn / tling2000@outlook.com

Github  /  知乎

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News

[December. 2023] Our work Batch Normalization Is Blind to the First and Second Derivatives of the Loss is accepted by AAAI 2024(Oral)!

[April. 2023] Our work Defects of Convolutional Decoder Networks in Frequency Representation is accepted by ICML 2023!

Publications
Defects of Convolutional Decoder Networks in Frequency Representation
Ling Tang*, Wen Shen*, Zhanpeng Zhou, Quanshi Zhang
ICML, 2023
arXiv  /  GitHub  /  知乎

In this paper, we prove the representation problems with a cascaded convolutional decoder network, considering the capacity of representing different frequency components of an input sample.

Batch Normalization Is Blind to the First and Second Derivatives of the Loss
Zhanpeng Zhou*, Wen Shen*, Huixin Chen*, Ling Tang, Quanshi Zhang
AAAI, 2024 (Oral)
arXiv  /  GitHub  /  知乎

In this paper, we prove the effects of the BN operation on the back-propagation of the first and second derivatives of the loss.

Education

[2023.09 - Now ] Ph.D. student in Computer Science and Technology , Shanghai Jiao Tong University.

[2019.09 - 2023.06 ] Bachelor in Automation(IEEE Honor Class), Physics(minored) , Shanghai Jiao Tong University.

Awards

[2022 Nov. ] SCK Scholarship, Shanghai Jiao Tong University

[2022 Sept. ] Excellent Student Cadre, Shanghai Jiao Tong University

[2022 May. ] Excellent League Cadre, Shanghai Jiao Tong University

[2022 May. ] M prize in MCM&ICM, COMAP, Inc.

[2021 Nov. ] Suzhou Yucai Scholarship, Shanghai Jiao Tong University

[2018 Nov. ] First prize in Chinese Physics Olympiad, Chinese Physical Society

Teaching

[2023 Spr. ] Machine Learning (CS3612), Teaching Assistant, Shanghai Jiao Tong University.

Service

[Reviewer] AAAI2024, ICML 2023



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