ihatexzh

spinningup

An educational resource to help anyone learn deep reinforcement learning.

dlADMM

dlADMM: Deep Learning Optimization via Alternating Direction Method of Multipliers

glowing-octo-nemesis

Resource Allocation

Resource-Allocation-using-deeprl

Deep Reinforcement Learning Based Dynamic Resource Allocation in 5G Ultra-Dense Networks

TSP-DNN

Training Deep Neural Networks for Wireless Resource Management

TSP_CL

Paper-with-Code-of-Wireless-communication-Based-on-DL

无线与深度学习结合的论文代码整理/Paper-with-Code-of-Wireless-communication-Based-on-DL

Double-Deep-Q-Learning-for-Resource-Allocation

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

Reinforcement-learning-in-Comm-theory

Project regarding Resource allocation using RL

RLcode

SNARM-UAV-Learning

The Python code for simultaneous navigation and radio mapping for cellular-connected UAV with deep reinforcement learning

Zwei

The implementation of "Self-play Reinforcement Learning for Video Transmission" (NOSSDAV'20)

DynamicResourceAllocator

gnn_resource_allocation

Code for our paper on doing resource allocation with graph neural networks

approx-qoe-distribution

Approximation of QoE rating distributions

Unrolled-WMMSE

Tensorflow implementation of Unfolding WMMSE using Graph Neural Networks for Efficient Power Allocation

GNN-Communication-Networks

This is the repository for the collection of Graph-based Deep Learning for Communication Networks.

drl_blockchain

drl_blockchain code for Gordon

DQN

DQN for 5G RAN Slicing

DQN_DDQN_Dueling_and_DDPG_Tensorflow

Tensorflow + OpenAI Gym implementation of Deep Q-Network (DQN), Double DQN (DDQN), Dueling Network and Deep Deterministic Policy Gradient (DDPG)

DQN

DQN agent for queue management

5g-network-slicing-for-wifi-networks

5G Network Slicing for Wi-Fi Networks

slicesim

5G Network Slicing Simulation

annotated_deep_learning_paper_implementations

🧑‍🏫 60 Implementations/tutorials of deep learning papers with side-by-side notes 📝; including transformers (original, xl, switch, feedback, vit, ...), optimizers (adam, adabelief, sophia, ...), gans(cyclegan, stylegan2, ...), 🎮 reinforcement learning (ppo, dqn), capsnet, distillation, ... 🧠

5g-nsmf

5G Network Slice Management Function

ResourceAllocationReinforcementLearning

intial version

DRL-using-PyTorch

PyTorch implementation of Deep Reinforcement Algorithm

dueling-dqn-Reinforcement-learning

Line plot extraction using Reinforcement learning (Dueling DQN) using Keras

tng-slice-mngr

The SONATA Service Platform Slice Manager

mutlicriteria-slicing

Contains the material that addresses the paper "The pandora of network slicing: A multicriteria analysis"