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Code of "HSFL: Efficient and Privacy-Preserving Offloading for Split and Federated Learning in IoT Services" published on International Conference on Web Services (ICWS) 2023

Python 14 Updated Oct 30, 2023

基于深度强化学习的部分计算任务卸载延迟优化

Python 135 32 Updated Oct 10, 2022

[IEEE TMC 2020] "Computation Offloading in Multi-Access Edge Computing: A Multi-Task Learning Approach" and [IEEE GlobeCom 2023] "A Multi-Head Ensemble Multi-Task Learning Approach for Dynamical Co…

Python 57 11 Updated Apr 15, 2024

Paper publised in TNSM entitled "DRL-Based Long-Term Resource Planning for Task Offloading Policies in Multi-Server Edge Computing Networks"

Python 63 11 Updated Jul 18, 2022

Evoluationay Algorithms Project: Learning-Based Queuing Delay-Aware Task Offloading in Collaborative Vehicular Networks

Python 48 10 Updated Dec 29, 2021

Multi-Agent Deep Reinforcement Learning for Task Offloading in GDMSs

Python 65 14 Updated Sep 14, 2023

This repository implements the proposed method from IEEE 2020 Paper Multi-Agent Reinforcement Learning Based Resource Allocation for UAV Networks

Jupyter Notebook 18 3 Updated May 17, 2023

Codes for the paper "AoI-Aware Resource Allocation for Platoon-Based C-V2X Networks via Multi-Agent Multi-Task Reinforcement Learning"

Python 40 3 Updated May 17, 2023

Reproduce results of the research article "Deep Reinforcement Learning Based Resource Allocation for V2V Communications"

Python 197 54 Updated Mar 17, 2022

This code explores two Markov Decision Processes (MDPs) and implements three algorithms: value iteration, policy iteration, and Q-learning.

Python 3 2 Updated Jan 26, 2019

An introduction to Markov decision process (MDP) and two algorithms that solve MDPs (value iteration & policy iteration) along with their Python implementations.

Python 55 17 Updated May 9, 2021

Dynamic Public Resource Allocation based on Human Mobility Prediction (UbiComp'20)

Python 2 3 Updated Jan 25, 2020

Simulation code for the paper "Joint Resource Allocation and String-Stable CACC Design with Multi-Agent Reinforcement Learning"

Python 10 1 Updated May 17, 2023

J. Liu, X. Tao and J. Lu, "Mobility-Aware Centralized Reinforcement Learning for Dynamic Resource Allocation in HetNets," accepted by IEEE GLOBECOM 2019.

Python 57 21 Updated May 29, 2020

code for paper 《Advertising Impression Resource Allocation Strategy with Multilevel Budget Constraint DQN in Real-Time Bidding》

Python 6 3 Updated Nov 12, 2020

Source Codes for: DeepSlicing: Deep Reinforcement Learning Assisted Resource Allocation for Network Slicing

Python 48 14 Updated Mar 19, 2021

The code for the paper "Blockchain Assisted Decentralized Federated Learning (BLADE-FL): Performance Analysis and Resource Allocation"

Python 28 1 Updated Sep 24, 2021

Code for "Solving Large-Scale Granular Resource Allocation Problems Efficiently with POP", which appeared at SOSP 2021

Python 24 4 Updated Dec 15, 2021

Code repository for the AAMAS 2022 paper "Long-Term Resource Allocation Fairness in Average Markov Decision Process (AMDP) Environment"

Python 3 Updated Mar 24, 2022

Simulation code and additional documents for Intelligent Resource Allocation in Wireless Communications Systems

Python 11 10 Updated Dec 3, 2020

Simulation Codes for Three Dynamic Pricing Schemes for Resource Allocation of Edge Computing for IoT Environment

Python 28 19 Updated Nov 6, 2019

Fair Resource Allocation in Federated Learning (ICLR '20)

Python 242 59 Updated Dec 2, 2023

Dynamic resource allocation in 5G networks by using the game theory

5 Updated Feb 23, 2021