https://puffer.ai

PufferLib is a fast and sane reinforcement learning library that can train tiny, super-human models in seconds. The included learning algorithm, hyperparameter tuning, and simulation methods are the product of our own research. All our tools are free and open source. Companies can purchase priority service from $10k/month for extended support and tailored advice. We also offer custom simulation engineering, dedicated R&D, and fixed-deliverables for larger projects. Contact jsuarez🐡puffer🐡ai. The demo below is running live 100% client side in your browser. Hold shift to take control! Pong A classic reimagined: Play against our reinforcement learned agent or watch AI vs AI matches. Running at 1M+ steps per second directly in your browser. ⚄ Try Another Env Citation @misc{suarez2024pufferlibmakingreinforcementlearning, title={PufferLib: Making Reinforcement Learning Libraries and Environments Play Nice}, author={Joseph Suarez}, year={2024}, eprint={2406.12905}, archivePrefix={arXiv}, primaryClass={cs.LG}, url={https://arxiv.org/abs/2406.12905}, } Contributors Joseph Suarez Founder & Head Puffer. Writes a lot of code. David Rubinstein Several performance improvements w/ torch compilation, lead pokerl contributor. Kyoung Whan Choe (최경환) Mujoco bindings, Testing and bug fixes. Spencer Cheng Go, Connect4, TripleTriad, RWare, Tower Climb Andrew LeFevre Impulse Wars Nathan Lichtlé Tactics Daniel Addis Enduro, testing, bug fixes, outreach, recruitment; major pokerl contributor. Hadrien Crassous Tetris, freeway Finlay Sanders Drone Sam Turner Drone Kinvert Whisker race Keelan Donovan Major pokerl contributor. Gabe Pacman Joao Abrantes Slimevolley Yannik 2048 Xander Trash Pickup Noah Farr Breakout Jake Forsey Connect4 rewrite with fast minmax AI opponent David (dmoore101) Improved breakout physics haterade Website design for demo page arb8020 Website improvements for environment demos David Bloomin CARBS integration improvements, 0.4 policy pool/store/selector Black Ink South Character art for MOBA Nick Jenkins Layout for the system architecture diagram. Adversary.design Andranik Tigranyan Streamline and animate the pufferfish. Hire him on UpWork if you like what you see here. Sara Earle Original pufferfish model. Hire her on UpWork if you like what you see here.enen1774370881https://puffer.ai

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