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Ten Paper's Projects

pec icon pec

, we model the edge caching problem in MSN network as a reinforcement learning problemwith Asynchronous Actor-Critic Agent (A3C) algorithm, where UE requires contents by redundant requestsfollowing an optimal strategy to maximize users’ rewards.

perfectdou icon perfectdou

[NeurIPS 2022] PerfectDou: Dominating DouDizhu with Perfect Information Distillation

pgmorl icon pgmorl

[ICML 2020] Prediction-Guided Multi-Objective Reinforcement Learning for Continuous Robot Control

pic icon pic

PIC: Permutation Invariant Critic for Multi-Agent Deep Reinforcement Learning

pnc-hdqn icon pnc-hdqn

codes for paper 《Neighborhood Cooperative Multiagent Reinforcement Learning for Adaptive Traffic Signal Control in Epidemic Regions》

ptf_code icon ptf_code

Source code for paper: Efficient deep reinforcement learning via adaptive policy transfer

reinforcement-learning-algorithms icon reinforcement-learning-algorithms

This repository contains most of pytorch implementation based classic deep reinforcement learning algorithms, including - DQN, DDQN, Dueling Network, DDPG, SAC, A2C, PPO, TRPO. (More algorithms are still in progress)

resco icon resco

Reinforcement Learning Benchmarks for Traffic Signal Control (RESCO)

risk_aware_mec_offloading icon risk_aware_mec_offloading

Code for Data Offloading in UAV-assisted Multi-access Edge Computing Systems: A Resource-based Pricing and User Risk-awareness Approach paper https://www.mdpi.com/1424-8220/20/8/2434/pdf

rl-gan-net icon rl-gan-net

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

rl-ridesharing icon rl-ridesharing

Effcient Ridesharing Dispatch Using Multi-Agent Reinforcement Learning

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