activity
20202026
most citedDistributed Traffic Synthesis and Classification in Edge Networks: A Federated Self-supervised Learning Approach

48 citations · 144 across the 27 of their papers we have counts for

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Showing 2020Show all

7 papers · 1 filter

cs.NI2020★ 9 cited

From Semantic Communication to Semantic-aware Networking: Model, Architecture, and Open Problems

Guangming Shi, Yong Xiao, Yingyu Li +1

Existing communication systems are mainly built based on Shannon's information theory which deliberately ignores the semantic aspects of communication. The recent iteration of wire…

cs.DC2020★ 1 cited

Optimizing Resource-Efficiency for Federated Edge Intelligence in IoT Networks

Yong Xiao, Yingyu Li, Guangming Shi +1

This paper studies an edge intelligence-based IoT network in which a set of edge servers learn a shared model using federated learning (FL) based on the datasets uploaded from a mu…

cs.NI2020★ 3 cited

Towards Self-learning Edge Intelligence in 6G

Yong Xiao, Guangming Shi, Yingyu Li +2

Edge intelligence, also called edge-native artificial intelligence (AI), is an emerging technological framework focusing on seamless integration of AI, communication networks, and…

eess.SP2020

A Generative Learning Approach for Spatio-temporal Modeling in Connected Vehicular Network

Rong Xia, Yong Xiao, Yingyu Li +2

Spatio-temporal modeling of wireless access latency is of great importance for connected-vehicular systems. The quality of the molded results rely heavily on the number and quality…

eess.SP2020★ 13 cited

Federated Orchestration for Network Slicing of Bandwidth and Computational Resource

Yingyu Li, Anqi Huang, Yong Xiao +3

Network slicing has been considered as one of the key enablers for 5G to support diversified IoT services and application scenarios. This paper studies the distributed network slic…

cs.NI2020

Capacity-Aware Edge Caching in Fog Computing Networks

Qiang Li, Yuanmei Zhang, Yingyu Li +2

This paper studies edge caching in fog computing networks, where a capacity-aware edge caching framework is proposed by considering both the limited fog cache capacity and the conn…

cs.NI2020★ 1 cited

Distributed Resource Allocation for Network Slicing of Bandwidth and Computational Resource

Anqi Huang, Yingyu Li, Yong Xiao +3

Network slicing has been considered as one of the key enablers for 5G to support diversified services and application scenarios. This paper studies the distributed network slicing…