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The Adaptive Stress Testing for Robust AI (ASTRA) toolbox provides tooling to support model developers and testing in the full life cycle of making more robust AI Systems through the application of…

Python 25 1 Updated Dec 15, 2025

OpenSpiel is a collection of environments and algorithms for research in general reinforcement learning and search/planning in games.

C++ 5,028 1,084 Updated Feb 9, 2026

A benchmark environment for fully cooperative human-AI performance.

Jupyter Notebook 930 205 Updated Mar 22, 2025

Google Research

Jupyter Notebook 37,267 8,327 Updated Feb 13, 2026

A curated list of publically available human-robot interaction datasets

74 3 Updated Nov 13, 2021

Jupyter notebook containing a solution to Sutton and Barto's gridworld problem with both a random agent and a Q-learning agent.

Jupyter Notebook 33 17 Updated Feb 23, 2018

Adversarial attacks in consensus-based multi-agent reinforcement learning

Python 25 6 Updated Feb 1, 2023

Gridworld for MARL experiments

Python 144 28 Updated Jan 29, 2021

RL starter files in order to immediately train, visualize and evaluate an agent without writing any line of code

Python 717 194 Updated May 12, 2024

gym minigrid for multi-agent

Python 3 Updated Aug 14, 2022

Extension of `gym-minigrid` to handle multi-agent pushing

Python 3 Updated Apr 15, 2020

Train agents on MiniGrid from human demonstrations using Inverse Reinforcement Learning

Python 13 2 Updated Apr 15, 2020