jzleibo
commented
3 months ago Sounds good to me! From my perspective, it would be great to have standard models we could point people too. Rakshit Trivedi is the person to coordinate with on this, since he handled the baselines for the challenge. Also John and Edgar likely have thoughts on how to go about it too.
On Sun, Mar 31, 2024, 9:10 PM Eddie Zhang @.***> wrote:
Hello Meltingpot Team,
I am reaching out to express my interest in contributing to the Meltingpot project by providing open-source baseline model weights. I believe that having accessible baseline models can significantly benefit the community by enabling more efficient research and development efforts. Below, I've outlined my proposal and how I plan to ensure the quality and utility of these model weights. Background
I have been working on Social Environment Design https://arxiv.org/abs/2402.14090 that aligns closely with the social goals and challenges addressed by Meltingpot. Throughout my project, I have developed and trained models on a subset of scenarios that I believe could serve as valuable baselines for other researchers and developers working in this space. If it would be useful, I am planning to scale this to train for all scenarios and substrates outlined in this repository. Proposal
I propose to contribute the following corresponding model weights and algorithms to the Meltingpot repository:
- MADDPG
- MASAC
- MAPPO
- IDDPG
Quality Assurance
To ensure the quality and reproducibility of the contributed model weights, I will also provide:
- Detailed training procedures and hyperparameters.
- Source code used for training the models, with documentation.
- Evaluation scripts and instructions to reproduce the reported performance metrics following https://github.com/instadeepai/marl-eval.
Conclusion
I am excited about the opportunity to contribute to the Meltingpot project and believe that these baseline models can be a valuable resource for the community. I am open to feedback and suggestions from the Meltingpot team on how to best integrate these models into the project.
Please let me know if there are specific requirements or guidelines I should follow to contribute these model weights, and if this would be a useful contribution. I look forward to your response and hope we can make these resources available to the wider community soon.
Thank you for considering my proposal.
Best regards, Eddie
— Reply to this email directly, view it on GitHub https://github.com/google-deepmind/meltingpot/issues/223, or unsubscribe https://github.com/notifications/unsubscribe-auth/AAHFJWSAMCWXGP3NHW54UALY274JTAVCNFSM6AAAAABFQLUY4GVHI2DSMVQWIX3LMV43ASLTON2WKOZSGIYTMOJTGY4DENI . You are receiving this because you are subscribed to this thread.Message ID: @.***>
jagapiou
rstrivedi
ezhang7423
duenez
Hello Meltingpot Team,
I am reaching out to express my interest in contributing to the Meltingpot project by providing open-source baseline model weights. I believe that having accessible baseline models can significantly benefit the community by enabling more efficient research and development efforts. Below, I've outlined my proposal and how I plan to ensure the quality and utility of these model weights.
Background
I have been working on Social Environment Design that aligns closely with the social goals and challenges addressed by Meltingpot. Throughout my project, I have developed and trained models on a subset of scenarios that I believe could serve as valuable baselines for other researchers and developers working in this space. If it would be useful, I am planning to scale this to train for all scenarios and substrates outlined in this repository.
Proposal
I propose to contribute the following corresponding model weights and algorithms to the Meltingpot repository:
Quality Assurance
To ensure the quality and reproducibility of the contributed model weights, I will also provide:
Conclusion
I am excited about the opportunity to contribute to the Meltingpot project and believe that these baseline models can be a valuable resource for the community. I am open to feedback and suggestions from the Meltingpot team on how to best integrate these models into the project.
Please let me know if there are specific requirements or guidelines I should follow to contribute these model weights, and if this would be a useful contribution. I look forward to your response and hope we can make these resources available to the wider community soon.
Thank you for considering my proposal.
Best regards, Eddie