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proroklab's Projects

ffm icon ffm

Reinforcement Learning with Fast and Forgetful Memory

gnngls icon gnngls

Code accompanying the paper Graph Neural Network Guided Local Search for the Traveling Salesperson Problem

hetgppo icon hetgppo

Heterogeneous Multi-Robot Reinforcement Learning

popgym icon popgym

Partially Observable Process Gym

rl_multi_agent_passage icon rl_multi_agent_passage

Repository containing RL environment, model and trainer for GNN demo for ICRA 2022 paper "A Framework for Real-World Multi-Robot Systems\\Running Decentralized GNN-Based Policies"

rllib_differentiable_comms icon rllib_differentiable_comms

This is a minimal example to demonstrate how multi-agent reinforcement learning with differentiable communication channels and centralized critics can be realized in RLLib. This example serves as a reference implementation and starting point for making RLLib more compatible with such architectures.

vectorizedmultiagentsimulator icon vectorizedmultiagentsimulator

VMAS is a vectorized differentiable simulator designed for efficient Multi-Agent Reinforcement Learning benchmarking. It is comprised of a vectorized 2D physics engine written in PyTorch and a set of challenging multi-robot scenarios. Additional scenarios can be implemented through a simple and modular interface.

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