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Recursive Least Squares Advantage Actor-Critic Algorithms


Jan 15, 2022
Yuan Wang, Chunyuan Zhang, Tianzong Yu, Meng Ma

* 13 pages, 2 figures, 4 tables, IEEE TRANSACTIONS ON SYSTEMS, MAN, AND CYBERNETICS: SYSTEMS, under review 

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Recursive Least Squares for Training and Pruning Convolutional Neural Networks


Jan 13, 2022
Tianzong Yu, Chunyuan Zhang, Yuan Wang, Meng Ma, Qi Song


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Distributionally Robust Semi-Supervised Learning Over Graphs


Oct 20, 2021
Alireza Sadeghi, Meng Ma, Bingcong Li, Georgios B. Giannakis


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RAGA: Relation-aware Graph Attention Networks for Global Entity Alignment


Mar 01, 2021
Renbo Zhu, Meng Ma, Ping Wang


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BiTT: Bidirectional Tree Tagging for Joint Extraction of Overlapping Entities and Relations


Sep 07, 2020
Xukun Luo, Weijie Liu, Meng Ma, Ping Wang

* 15 pages, 5 figures 

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A Bidirectional Tree Tagging Scheme for Jointly Extracting Overlapping Entities and Relations


Aug 31, 2020
Xukun Luo, Weijie Liu, Meng Ma, Ping Wang

* 14 pages, 6 figures 

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Learning while Respecting Privacy and Robustness to Distributional Uncertainties and Adversarial Data


Jul 07, 2020
Alireza Sadeghi, Gang Wang, Meng Ma, Georgios B. Giannakis

* 14 pages, 5 figures 

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Gate Decorator: Global Filter Pruning Method for Accelerating Deep Convolutional Neural Networks


Sep 18, 2019
Zhonghui You, Kun Yan, Jinmian Ye, Meng Ma, Ping Wang

* Accepted by NeurIPS'19 

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On the Convergence of SARAH and Beyond


Jun 05, 2019
Bingcong Li, Meng Ma, Georgios B. Giannakis


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Kernel-based Inference of Functions over Graphs


Apr 10, 2018
Vassilis N. Ioannidis, Meng Ma, Athanasios N. Nikolakopoulos, Georgios B. Giannakis, Daniel Romero

* To be published as a chapter in `Adaptive Learning Methods for Nonlinear System Modeling', Elsevier Publishing, Eds. D. Comminiello and J.C. Principe (2018). This chapter surveys recent work on kernel-based inference of functions over graphs including arXiv:1612.03615 and arXiv:1605.07174 and arXiv:1711.09306 

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Kernel-based Reconstruction of Graph Signals


May 23, 2016
Daniel Romero, Meng Ma, Georgios B. Giannakis

* Submitted May 2016 

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