gelbyGo

Robotic

Based on Conference Paper: Cooperative task offloading and path planning for industrial robotic using spectral and energy efficient federated learning

DRL-TOBS

Codes for the paper titled Online Joint Task Offloading and Resource Management in Heterogeneous Mobile Edge Environments.

Delay-and-Battery-Degradation-Optimization-based-on-PPO-for-Task-Offloading-in-RSU-assisted-IoV

NOMA-MEC-Offloading

Simulation code for "A max-min task offloading algorithm for mobile edge computing using non-orthogonal multiple access," by V. Kumar, M. F. Hanif, M. Juntti and L. -N. Tran, published in IEEE Transactions on Vehicular Technology, vol. 72, no. 9, pp. 12332-12337, Sept. 2023, doi: 10.1109/TVT.2023.3263791.

vto

Task offloading in vehicular edge computing networks

Task-Offloading-MEC-NOMA

Simulation code for"A Max-Min Task Offloading Algorithm for Mobile Edge Computing Using Non-Orthogonal Multiple Access," IEEE Trans. Veh. Technol., vol. 72, no. 9, pp. 12332 - 12337, Sep. 2023 by V. Kumar, M. F. Hanif, M. Juntti, and L.-N. Tran

MTFNN-CO

[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 Computation Offloading" by TensorFlow

cs4365-task-offload-framework

A framework for IoT devices to offload tasks to the cloud, resulting in efficient computation and decreased cloud costs.

Edge-Computing-and-Caching-Optimization-based-on-PPO-for-Task-Offloading-in-RSU-assisted-IoV

Learning-Based-Queuing-Delay-Aware-Task-Offloading-in-Collaborative-Vehicular-Networks

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

soCoM

A semi-online Computational Offloading Model, which utilizes users’ behavior prediction method to optimize task offloading in edge computing environments.

MECOptimalOffloading

Optimization of Offloading Scheme Algorithm for Large Number of Tasks in Mobile-Edge Computing

Game-Theoretic-Deep-Reinforcement-Learning

Code of Paper "Joint Task Offloading and Resource Optimization in NOMA-based Vehicular Edge Computing: A Game-Theoretic DRL Approach", JSA 2022.

pytorch-a3c

PyTorch implementation of Asynchronous Advantage Actor Critic (A3C) from "Asynchronous Methods for Deep Reinforcement Learning".

minimalRL

Implementations of basic RL algorithms with minimal lines of codes! (pytorch based)

reinforcement-learning

Minimal and Clean Reinforcement Learning Examples

Super-mario-bros-A3C-pytorch

Asynchronous Advantage Actor-Critic (A3C) algorithm for Super Mario Bros

Reinforcement-learning-with-tensorflow

Simple Reinforcement learning tutorials, 莫烦Python 中文AI教学

A3C

Advantage async actor-critic Algorithms (A3C) and Progressive Neural Network implemented by tensorflow.