fractal_rl
Code for CORL 2020 paper: Explicitly Encouraging Low Fractional Dimensional Trajectories Via Reinforcement Learning. (by sgillen)
daydreamer
DayDreamer: World Models for Physical Robot Learning (by danijar)
| fractal_rl | daydreamer | |
|---|---|---|
| 2 | 4 | |
| 7 | 220 | |
| - | - | |
| 0.0 | 10.0 | |
| about 3 years ago | over 1 year ago | |
| Jupyter Notebook | Jupyter Notebook | |
| - | - |
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.
fractal_rl
Posts with mentions or reviews of fractal_rl.
We have used some of these posts to build our list of alternatives
and similar projects.
daydreamer
Posts with mentions or reviews of daydreamer.
We have used some of these posts to build our list of alternatives
and similar projects. The last one was on 2023-06-06.
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Self-learning of the robot in 1 hour
Just saw that our video was posted here. For people interested in the research, here is the project website with the research paper: https://danijar.com/daydreamer
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Reinforcement learning or computer vision
This is a complex model but seems to hit most ideas you are interested in https://github.com/danijar/daydreamer. Skim over it, then with the questions you picked up go through the hugging face RL course and then go back to the paper https://huggingface.co/deep-rl-course/unit1/introduction
- Mastering Diverse Domains through World Models - DreamerV3 - Deepmind 2023 - First algorithm to collect diamonds in Minecraft from scratch without human data or curricula! Now with github links!
- [R] [N] Mastering Diverse Domains through World Models - DreamerV3 - Deepmind 2023 - First algorithm to collect diamonds in Minecraft from scratch without human data or curricula! Now with github links!
What are some alternatives?
When comparing fractal_rl and daydreamer you can also consider the following projects:
pywonderland - A tour in the wonderland of math with python.
dreamerv3 - Mastering Diverse Domains through World Models
brax - Massively parallel rigidbody physics simulation on accelerator hardware.
dreamer - Dream to Control: Learning Behaviors by Latent Imagination
CenterSnap - Pytorch code for ICRA'22 paper: "Single-Shot Multi-Object 3D Shape Reconstruction and Categorical 6D Pose and Size Estimation"
pillbox - Contains implementation of AdVIL, AdRIL, and DAeQuIL algorithms from the ICML '21 Paper Of Moments and Matching.
dreamerv2 - Mastering Atari with Discrete World Models
language-table - Suite of human-collected datasets and a multi-task continuous control benchmark for open vocabulary visuolinguomotor learning.