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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 26 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++ 5,282 1,146 Updated Jun 14, 2026

A benchmark environment for fully cooperative human-AI performance.

Jupyter Notebook 979 220 Updated Mar 22, 2025

Google Research

Jupyter Notebook 38,166 8,436 Updated Jun 18, 2026

A curated list of publically available human-robot interaction datasets

77 4 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 5 Updated Feb 1, 2023

Gridworld for MARL experiments

Python 146 29 Updated Jan 29, 2021

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

Python 726 195 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