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20242026
most citedSatFed: A Resource-Efficient LEO Satellite-Assisted Heterogeneous Federated Learning Framework

5 citations · 7 across the 14 of their papers we have counts for

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Showing 2025Show all

8 papers · 1 filter

cs.NI2025

Eunomia: A Multicontroller Domain Partitioning Framework in Hierarchical Satellite Network

Qi Zhang, Kun Qiu, Zhe Chen +4

With the rise of mega-satellite constellations, the integration of hierarchical non-terrestrial and terrestrial networks has become a cornerstone of 6G coverage enhancements. In th…

cs.NI2025

Tyche: A Hybrid Computation Framework of Illumination Pattern for Satellite Beam Hopping

Ziheng Yang, Kun Qiu, Zhe Chen +2

High-Throughput Satellites (HTS) use beam hopping to handle non-uniform and time-varying ground traffic demand. A significant technical challenge in beam hopping is the computation…

cs.NI2025

Hyperflex: A SIMD-based DFA Model for Deep Packet Inspection

Yang Liu, Wenjun Zhu, Harry Chang +4

Deep Packet Inspection (DPI) has been extensively employed for network security. It examines traffic payloads by searching for regular expressions (regex) with the Deterministic Fi…

cs.NI2025

Unsupervised Dataset Cleaning Framework for Encrypted Traffic Classification

Kun Qiu, Ying Wang, Baoqian Li +1

Traffic classification, a technique for assigning network flows to predefined categories, has been widely deployed in enterprise and carrier networks. With the massive adoption of…

cs.NI2025

PHandover: Parallel Handover in Mobile Satellite Network

Jiasheng Wu, Shaojie Su, Wenjun Zhu +4

The construction of Low Earth Orbit (LEO) satellite constellations has recently attracted tremendous attention from both academia and industry. The 5G and 6G standards have identif…

cs.NI2025

A Satellite-Ground Synergistic Large Vision-Language Model System for Earth Observation

Yuxin Zhang, Jiahao Yang, Zhe Chen +3

Recently, large vision-language models (LVLMs) unleash powerful analysis capabilities for low Earth orbit (LEO) satellite Earth observation images in the data center. However, fast…

cs.NI2025★ 1 cited

SFL-LEO: Asynchronous Split-Federated Learning Design for LEO Satellite-Ground Network Framework

Jiasheng Wu, Jingjing Zhang, Zheng Lin +4

Recently, the rapid development of LEO satellite networks spurs another widespread concern-data processing at satellites. However, achieving efficient computation at LEO satellites…

cs.NI2025

SkyOctopus: Enabling Low-Latency Mobile Satellite Network through Multiple Anchors

Shaojie Su, Jiasheng Wu, Zijie Ying +4

The rapid deployment of low earth orbit (LEO) satellite constellations has drawn attention to the potential of nonterrestrial networks (NTN) in providing global communication servi…