Computer Science
Recent Submissions
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Deep learning for privacy preservation in autonomous moving platforms enhanced 5G heterogeneous networks
(Elsevier, 15 December 2020)5G heterogeneous networks have become a promising platform to connect a growing number of Internet-of-Things (IoT) devices and accommodate a wide variety of vertical services. IoT has not been limited to traditional sensing ... -
A Graph Neural Network-based Digital Twin for Network Slicing Management
(Institute of Electrical and Electronics Engineers (IEEE), 29 December 2020)Network slicing has emerged as a promising networking paradigm to provide resources tailored for Industry 4.0 and diverse services in 5G networks. However, the increased network complexity poses a huge challenge in network ... -
Deep learning generalizes because the parameter-function map is biased towards simple functions
(ICLR, 9 May 2019)Deep neural networks (DNNs) generalize remarkably well without explicit regularization even in the strongly over-parametrized regime where classical learning theory would instead predict that they would severely overfit. ... -
Complexity Explained
(Complexity Explained project, 27 June 2019)Booklet of the Complexity Explained project -
New Methods for the Steady-State Analysis of Complex Agent-Based Models
(Frontiers Media, 8 April 2020)Among all tools used to understand collective human behavior, few tools have been as successful as agent-based models (ABMs). These models have been particularly effective at describing emergent social behavior, such as ...