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Tianyi Chen

School of Civil and Environmental Engineering, Nanyang Technological University, Singapore

FSCNN: A Fast Sparse Convolution Neural Network Inference System


Dec 17, 2022
Bo Ji, Tianyi Chen

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* technical report, sparse CNN 

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Alternating Implicit Projected SGD and Its Efficient Variants for Equality-constrained Bilevel Optimization


Nov 14, 2022
Quan Xiao, Han Shen, Wotao Yin, Tianyi Chen

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* Submitted to conference in Oct 2022 

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Mitigating Gradient Bias in Multi-objective Learning: A Provably Convergent Stochastic Approach


Oct 23, 2022
Heshan Fernando, Han Shen, Miao Liu, Subhajit Chaudhury, Keerthiram Murugesan, Tianyi Chen

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Learning with Limited Samples -- Meta-Learning and Applications to Communication Systems


Oct 03, 2022
Lisha Chen, Sharu Theresa Jose, Ivana Nikoloska, Sangwoo Park, Tianyi Chen, Osvaldo Simeone

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* This is the first draft of this monograph submitted for review. Comments are very welcome 

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On the Stability Analysis of Open Federated Learning Systems


Sep 25, 2022
Youbang Sun, Heshan Fernando, Tianyi Chen, Shahin Shahrampour

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Sparsity-guided Network Design for Frame Interpolation


Sep 09, 2022
Tianyu Ding, Luming Liang, Zhihui Zhu, Tianyi Chen, Ilya Zharkov

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* Submitted to IEEE Transactions on Pattern Analysis and Machine Intelligence. The corresponding CVPR paper can be found at arXiv:2103.10559 

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COOR-PLT: A hierarchical control model for coordinating adaptive platoons of connected and autonomous vehicles at signal-free intersections based on deep reinforcement learning


Jul 01, 2022
Duowei Li, Jianping Wu, Feng Zhu, Tianyi Chen, Yiik Diew Wong

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* This paper has been submitted to Transportation Research Part C: Emerging Technologies and is currently under review 

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Understanding Benign Overfitting in Nested Meta Learning


Jun 27, 2022
Lisha Chen, Songtao Lu, Tianyi Chen

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* Conference submission in May 2022 

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Modeling Adaptive Platoon and Reservation Based Autonomous Intersection Control: A Deep Reinforcement Learning Approach


Jun 24, 2022
Duowei Li, Jianping Wu, Feng Zhu, Tianyi Chen, Yiik Diew Wong

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* This paper has been accepted by 10th Symposium of the European Association for Research in Transportation (hEART 2022) 

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A Single-Timescale Analysis For Stochastic Approximation With Multiple Coupled Sequences


Jun 21, 2022
Han Shen, Tianyi Chen

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