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docs: improve readme
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README.md

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@@ -19,17 +19,18 @@ Whether you use the official OpenPi codebase or LeRobot's reimplementation, you
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OpenTau ($\tau$) is a tool developed by *[Tensor](https://www.tensor.auto)* to bridge this gap. We want to help everyone train VLAs on their own datasets while fully leveraging the key techniques that make the $\pi$ models so powerful.
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| Features | OpenPi | LeRobot | **OpenTau** |
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|---------------------------------------------------------:|:-------------------------:|:--------------------------------:|:-----------:|
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| Co-training with Heterogeneous Datasets ||||
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| Discrete Actions Training in $\pi_{0.5}$||||
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| Knowledge Insulation (KI) between VLM and Action Decoder ||||
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| Dropout Layers in PaliGemma | ✅ (Jax) <br>❌ (PyTorch) |||
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| Multi-Node and Multi-GPU Training ||||
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| Fully Functioning $\pi_{0.5}$ Checkpoint || ❌ <br> (Missing Text Embeddings) ||
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| Simulation Environments for Evaluating Models ||||
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| $\pi^{*}_{0.6}$ style Reinforcement Learning Pipeline ||||
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| Framework | Jax / PyTorch | PyTorch | PyTorch |
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| Features | OpenPi | LeRobot | **OpenTau** |
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|-----------------------------------------------------------------:|:-------------------------:|:--------------------------------:|:-----------:|
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| Co-training with Heterogeneous Datasets ||||
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| Discrete Actions Training in $\pi_{0.5}$ ||||
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| Knowledge Insulation (KI) between VLM and Action Decoder ||||
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| Dropout Layers in PaliGemma | ✅ (Jax) <br>❌ (PyTorch) |||
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| Multi-Node and Multi-GPU Training ||||
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| Fully Functioning $\pi_{0.5}$ Checkpoint || ❌ <br> (Missing Text Embeddings) ||
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| Simulation Environments for Evaluating Models ||||
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| Async Vector Sim with Grid Summary and Colored Success Indicator ||||
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| $\pi^{*}_{0.6}$ style Reinforcement Learning Pipeline ||||
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| Framework | Jax / PyTorch | PyTorch | PyTorch |
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## Quick Start
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If you are familiar with LeRobot, getting started with OpenTau is very easy.

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