Arcade-Learning-Environment
The Arcade Learning Environment (ALE) -- a platform for AI research. (by Farama-Foundation)
bsuite
bsuite is a collection of carefully-designed experiments that investigate core capabilities of a reinforcement learning (RL) agent (by google-deepmind)
| Arcade-Learning-Environment | bsuite | |
|---|---|---|
| 6 | 2 | |
| 2,080 | 1,470 | |
| 0.7% | 0.8% | |
| 5.3 | 0.0 | |
| 6 days ago | about 1 month ago | |
| C++ | Python | |
| GNU General Public License v3.0 only | Apache License 2.0 |
The number of mentions indicates the total number of mentions that we've tracked plus the number of user suggested alternatives.
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.
Arcade-Learning-Environment
Posts with mentions or reviews of Arcade-Learning-Environment.
We have used some of these posts to build our list of alternatives
and similar projects. The last one was on 2023-04-25.
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Shimmy 1.0: Gymnasium & PettingZoo bindings for popular external RL environments
This includes single-agent Gymnasium wrappers for DM Control, DM Lab, Behavior Suite, Arcade Learning Environment, OpenAI Gym V21 & V26. Multi-agent PettingZoo wrappers support DM Control Soccer, OpenSpiel and Melting Pot. For more information, read the release notes here:
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How to apply Deep RL in Arcade Learning Environment?
They are talking about this: https://github.com/mgbellemare/Arcade-Learning-Environment
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How are rewards/scores calculated in openai Gym's Atari Skiing-v0?
The code for Atari envs is not on gym, but on ALE
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Merge Dragon Bot
If you're more interested in playing games directly from pixel-level input, check out the Arcade Learning Environment, which lets you do this with all the old Atari games. You can find lots of tutorials online about using "reinforcement learning" to play these games.
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[News] The Arcade Learning Environment: Version 0.7
I glanced over everything in this post, for a more detailed explainer check out the following blog post: https://brosa.ca/blog/ale-release-v0.7 and the release notes at https://github.com/mgbellemare/Arcade-Learning-Environment/releases/tag/v0.7.0.
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ROM differences in Atari gym
I'm running some experiments on Atari via gym and have noticed that the MD5 checksums on around half of the ROMs supplied by gym[atari] differ from the MD5s listed here. Has anyone noticed this before, and would it make a difference to the results?
bsuite
Posts with mentions or reviews of bsuite.
We have used some of these posts to build our list of alternatives
and similar projects. The last one was on 2023-04-25.
-
Shimmy 1.0: Gymnasium & PettingZoo bindings for popular external RL environments
This includes single-agent Gymnasium wrappers for DM Control, DM Lab, Behavior Suite, Arcade Learning Environment, OpenAI Gym V21 & V26. Multi-agent PettingZoo wrappers support DM Control Soccer, OpenSpiel and Melting Pot. For more information, read the release notes here:
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Towards creating better reward functions in a custom environment| Sensitivity analysis [Question]
Second, if you're interested in evaluating the robustness of the algo implementation, then projects like https://github.com/deepmind/bsuite might help highlight issues, although they may not be relevent to your problem.
What are some alternatives?
When comparing Arcade-Learning-Environment and bsuite you can also consider the following projects:
Shimmy - An API conversion tool for popular external reinforcement learning environments
lab - A customisable 3D platform for agent-based AI research
PettingZoo - An API standard for multi-agent reinforcement learning environments, with popular reference environments and related utilities
dm_control - Google DeepMind's software stack for physics-based simulation and Reinforcement Learning environments, using MuJoCo.
meltingpot - A suite of test scenarios for multi-agent reinforcement learning.