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Crowd Simulation with Deep RL

GitHub Repository: https://github.com/junwai7159/CrowdMAGAIL

Introduction

Rule-based

Single-Agent Reinforcement Learning

Multi-Agent Reinforcement Learning (MARL)

Microscopic Crowd Simulation via Deep MARL

Crowd-MAGAIL: a MAGAIL-based microscopic crowd simulation model
Neural network of the feature extraction and decision module

Control Policy with MARL

Experimental Results & Analysis

Conclusion