eirli
An Empirical Investigation of Representation Learning for Imitation (EIRLI), NeurIPS'21 (by HumanCompatibleAI)
pytorch_sac_ae
PyTorch implementation of Soft Actor-Critic + Autoencoder(SAC+AE) (by denisyarats)
| eirli | pytorch_sac_ae | |
|---|---|---|
| 1 | 1 | |
| 37 | 199 | |
| - | - | |
| 2.8 | 10.0 | |
| about 1 year ago | about 4 years ago | |
| Python | Python | |
| - | MIT License |
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.
eirli
Posts with mentions or reviews of eirli.
We have used some of these posts to build our list of alternatives
and similar projects. The last one was on 2021-12-11.
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Image Dataset from D4RL for Mujoco Tasks
I am not aware of any for DM control tasks. Might worth looking at this if you’re interested in other environments.
pytorch_sac_ae
Posts with mentions or reviews of pytorch_sac_ae.
We have used some of these posts to build our list of alternatives
and similar projects. The last one was on 2021-12-11.
-
Image Dataset from D4RL for Mujoco Tasks
afaik D4RL uses the mujoco-py and control tasks from Gym. The majority of papers on pixel-based control tasks use dm_control and the DeepMind Control Suite. For example, see the sac_ae repo.
What are some alternatives?
When comparing eirli and pytorch_sac_ae you can also consider the following projects:
calibrated-backprojection-network - PyTorch Implementation of Unsupervised Depth Completion with Calibrated Backprojection Layers (ORAL, ICCV 2021)
dino - PyTorch code for Vision Transformers training with the Self-Supervised learning method DINO
PaddleHelix - Bio-Computing Platform Featuring Large-Scale Representation Learning and Multi-Task Deep Learning “螺旋桨”生物计算工具集
pytorch-metric-learning - The easiest way to use deep metric learning in your application. Modular, flexible, and extensible. Written in PyTorch.
f-IRL - Inverse Reinforcement Learning via State Marginal Matching, CoRL 2020
DI-drive - Decision Intelligence Platform for Autonomous Driving simulation.