f-IRL
imitation
| f-IRL | imitation | |
|---|---|---|
| 2 | 1 | |
| 35 | 1,143 | |
| - | 2.3% | |
| 1.8 | 7.5 | |
| 10 months ago | about 2 months ago | |
| Python | Python | |
| MIT License | MIT License |
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.
f-IRL
-
Can you use the reward learned in generative adversarial imitation learning in order to train from scratch?
Code for https://arxiv.org/abs/2011.04709 found: https://github.com/twni2016/f-IRL
-
How to pretrain a model on expert data?
Try using an imitation learning algorithm. Two popular options are MaxEnt IRL and GAIL. This repository has GAIL implementation and this repository has MaxEnt IRL and GAIL implementation. There are other implementations too that you can check out.
imitation
What are some alternatives?
Meta-SAC - Auto-tune the Entropy Temperature of Soft Actor-Critic via Metagradient - 7th ICML AutoML workshop 2020
neat - [ICCV'21] NEAT: Neural Attention Fields for End-to-End Autonomous Driving
falken - Falken provides developers with a service that allows them to train AI that can play their games
IRL - Algorithms for Inverse Reinforcement Learning
ElegantRL - Massively Parallel Deep Reinforcement Learning. 🔥
DI-engine - OpenDILab Decision AI Engine
eirli - An Empirical Investigation of Representation Learning for Imitation (EIRLI), NeurIPS'21
babyai - BabyAI platform. A testbed for training agents to understand and execute language commands.
tianshou - An elegant PyTorch deep reinforcement learning library.
DI-drive - Decision Intelligence Platform for Autonomous Driving simulation.