
Shiyu Liang 梁诗宇
Coordinated Science Laboratory and
Department of Electrical and Computer Engineering
University of Illinois at Urbana-Champaign
Email: sliang26 AT illinois.edu
I am a sixth-year Ph.D. student at University of Illinois at Urbana-Champaign, advised by Professor R. Srikant. I am also pursuing an M.S. in Mathematics. Before joining UIUC, I graduated from Shanghai Jiao Tong University, where I spent three years in Professor Xinbing Wang's research group. My research interests include machine learning, optimization and applied probability.
Publications
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Robust Generalization in Overparameterized Neural Networks Using Explicit Regularization
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Shiyu Liang, Ruoyu Sun and R. Srikant
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Working paper, 2020
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The Role of Regularization in Overparameterized Neural Networks.
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Siddhartha Satpathi, Harsh Gupta, Shiyu Liang and R Srikant.
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IEEE Conference on Decision and Control, 2020
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Revisiting Landscape Analysis in Deep Neural Networks: Eliminating Decreasing Paths to Infinity
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Shiyu Liang, Ruoyu Sun and R. Srikant, 2019
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SIAM Journal of Optimization (submitted, current status: minor revision)
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Luoyi Fu, Songjun Ma, Lingkun Kong, Shiyu Liang and Xinbing Wang
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IEEE/ACM Transactions on Networking (ToN), 2018
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Adding One Neuron Can Eliminate All Bad Local Minima
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Shiyu Liang, Ruoyu Sun, Jason D. Lee and R. Srikant
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Thirty-second Conference on Neural Information Processing Systems (NeurIPS), 2018
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Understanding The Loss Surface of Neural Networks for Binary Classification.
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Shiyu Liang, Ruoyu Sun, Yixuan Li and R. Srikant.
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International Conference on Machine Learning (ICML), 2018
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Enhancing The Reliability of Out-of-distribution Image Detection in Neural Networks.
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Shiyu Liang, Yixuan Li and R. Srikant.
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International Conference on Learning Representations (ICLR), 2018
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Why Deep Neural Network For Function Approximation?
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Shiyu Liang and R. Srikant.
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International Conference on Learning Representations (ICLR), 2017
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Are We Still Friends: Kernel Multivariate Survival Analysis.
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Shiyu Liang, Ruotian Luo, Ge Chen, Songjun Ma, Le Song, Xiaohua Tian and Xinbing Wang.
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IEEE Global Communications Conference (GLOBECOM), 2014
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