This repository contains the implementation codes of deep reinforcement learning (DRL) in user association and resource allocation in heterogenous networks. The model is basd on deep-Q-network (DQN…

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

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

Deep Q Network model for two stage resource provisioning and task scheduling for Cloud computing

Torch implementation of "Enhanced Deep Residual Networks for Single Image Super-Resolution"

Joint Source Channel Coding of Images With Feedback

Official repository for downloading and using Inter4K video interpolation dataset

Matlab demos for data adaptive dynamic and diffusion MRI

The code release of paper "AAAI Ultra-High-Definition Low-Light Image Enhancement: A Benchmark and Transformer-Based Method", AAAI 2023

Super Resolution Recurrent GAN

Official Repository of CVPR 2019 Paper : RL-GAN-Net: A Reinforcement Learning Agent Controlled GAN Network for Real-Time Point Cloud Shape Completion

Anomaly detection using GAN and RL

Training Reinforcement Learning agent using derivative of Generative Recurrent Neural Network model of environment

An Empirical Analysis of Gradient Descent Optimization in Policy Gradient Methods - EWRL Workshop 2018

We are trying to see if neural networks can learn to use secret keys to protect communications from other neural networks. Specifically, we are focusing on ensuring the confidentiality in a network…

Resources and Implementations of Generative Adversarial Nets: GAN, DCGAN, WGAN, CGAN, InfoGAN

Implementation of TRPO and related algorithms

PyTorch implementation of Trust Region Policy Optimization

Trust Region Policy Optimization (TRPO) in pure TensorFlow

Code implementing the CORE-RL algorithm with DDPG, PPO, and TRPO. See the paper "Control Regularization for Reduced Variance Reinforcement Learning" for additional details.

Decoding working-memory domains and sub-processes from dynamic network states

Learning Versatile Neural Architectures by Propagating Network Codes

Convolutional neural network based In-loop filter using additional information for video codec

Implementation of Recurrent Generative Adversarial Neural Network for video generation

A GAN based neural network to improve the resolution of videos

[ECCV2020 Spotlight] Efficient Spatio-Temporal Recurrent Neural Network for Video Deblurring

adaptive/attention deep joint source channel coding

Generates video game music using neural networks.