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lines changed Original file line number Diff line number Diff line change 33Fast and simple implementation of RL algorithms, designed to run fully on GPU.
44This code is an evolution of ` rl-pytorch ` provided with NVIDIA's Isaac GYM.
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6- The main branch supports PPO with additional features from our work .
6+ The main branch supports PPO with additional features from our research .
77These include:
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9- * [ Random Network Distillation (RND)] ( https://proceedings.mlr.press/v229/schwarke23a.html )
10- * [ Symmetry-based Augmentation] ( https://arxiv.org/abs/2403.04359 )
9+ * [ Random Network Distillation (RND)] ( https://proceedings.mlr.press/v229/schwarke23a.html ) - Encourages exploration by adding
10+ a curiosity driven intrinsic reward.
11+ * [ Symmetry-based Augmentation] ( https://arxiv.org/abs/2403.04359 ) - Makes the learned behaviors more symmetrical.
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1213** Maintainer** : Mayank Mittal and Clemens Schwarke <br />
1314** Affiliation** : Robotic Systems Lab, ETH Zurich & NVIDIA <br />
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