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ZhaochengNiu's Projects

hcsfl icon hcsfl

Client Selection for Federated Learning with Heterogeneous Resources in Mobile Edge

hierfl icon hierfl

Implementation of paper "Client-Edge-Cloud Hierarchical Federated Learning

iopo icon iopo

first paper project owned by Jianqiu Wu, Paper is in preparation

lydroo icon lydroo

Lyapunov-guided Deep Reinforcement Learning for Stable Online Computation Offloading in Mobile-Edge Computing Networks

maddpg icon maddpg

Use Multi-Agent Deep Deterministic Policy Gradient(DDPG) algorithm to find reasonable paths for ships

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Use Multi-agent Twin Delayed Deep Deterministic Policy Gradient(TD3) algorithm to find reasonable paths for ships

mec_morl_multipolicy icon mec_morl_multipolicy

The python code for paper "Multi-objective Deep Reinforcement Learning for Mobile Edge Computing"

mec_offloading icon mec_offloading

Code for Intelligent Dynamic Data Offloading in a Competitive Mobile Edge Computing Market paper https://www.mdpi.com/1999-5903/11/5/118/pdf

mfpo-infocom24 icon mfpo-infocom24

An online federated reinforcement learning algorithm published in INFOCOM2024

ml-rl-simulations icon ml-rl-simulations

A multi-layer guided reinforcement learning-based tasks offloading in edge computing - Simulations

mp-mab icon mp-mab

This project is created for the simulations of the paper: [Wang2021] Wenbo Wang, Amir Leshem, Dusit Niyato and Zhu Han, "Decentralized Learning for Channel Allocation inIoT Networks over Unlicensed Bandwidth as aContextual Multi-player Multi-armed Bandit Game", to appear in IEEE Transactions on Wireless Communications, 2021.

multilevel-ac icon multilevel-ac

Multi-agent Deep Reinforcement Learning for Efficient Computation Offloading in Mobile Edge Computing

murim icon murim

Multidimensional Reputation-based Incentive Mechanism for Federated Learning

my_mec_program icon my_mec_program

I build this Mobile Edge Computation simulating environment all by myself, and use the costomized ddpg reinforcement learning algorithm to make offloading decision.

niid-bench icon niid-bench

Federated Learning Benchmark - Federated Learning on Non-IID Data Silos: An Experimental Study (ICDE 2022)

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