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- CrystalFormer Quickstart [](https://colab.research.google.com/drive/1IMQV6OQgIGORE8FmSTmZuC5KgQwGCnDx?usp=sharing)[](https://nb.bohrium.dp.tech/detail/68177247598): GUI notebook demonstrating the conditional generation of crystalline materials with _CrystalFormer_
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- CrystalFormer Application [](https://colab.research.google.com/drive/1QdkELaQXAHR1zEu2fcdfgabuoP61_wbU?usp=sharing): Generating stable crystals with a given structure prototype. This workflow can be applied to tasks that are dominated by element substitution
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- CrystalFormer-RL [](https://colab.research.google.com/drive/1ojSqMQzdnlWZRPOQP20nTvvIh67HXdwp#scrollTo=lKOZgUczOAxE): Reinforcement fine-tuning for materials design
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- CrystalFormer-RL [](https://colab.research.google.com/drive/1ojSqMQzdnlWZRPOQP20nTvvIh67HXdwp#scrollTo=lKOZgUczOAxE)[](https://bohrium.dp.tech/notebooks/52828216135): Reinforcement fine-tuning for materials design
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