bioemu

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AI model with specialized capabilities.

Code Examples

Softwaretext
@misc{lewis_scalable_2024,
  title = {Scalable Emulation of Protein Equilibrium Ensembles with Generative Deep Learning},
  author = {Lewis, Sarah and Hempel, Tim and Jim{\'e}nez Luna, Jos{\'e} and Gastegger, Michael and Xie, Yu and Foong, Andrew Y. K. and Garc{\'i}a Satorras, Victor and Abdin, Osama and Veeling, Bastiaan S. and Zaporozhets, Iryna and Chen, Yaoyi and Yang, Soojung and Schneuing, Arne and Nigam, Jigyasa and Barbero, Federico and Stimper, Vincent and Campbell, Andrew and Yim, Jason and Lienen, Marten and Shi, Yu and Zheng, Shuxin and Schulz, Hannes and Munir, Usman and Clementi, Cecilia and No{\'e}, Frank},
  year = {2024},
  doi = {10.1101/2024.12.05.626885},
  archiveprefix = {BioRXiv},
  url = {https://www.biorxiv.org/content/10.1101/2024.12.05.626885}
}
Softwaretext
@misc{lewis_scalable_2024,
  title = {Scalable Emulation of Protein Equilibrium Ensembles with Generative Deep Learning},
  author = {Lewis, Sarah and Hempel, Tim and Jim{\'e}nez Luna, Jos{\'e} and Gastegger, Michael and Xie, Yu and Foong, Andrew Y. K. and Garc{\'i}a Satorras, Victor and Abdin, Osama and Veeling, Bastiaan S. and Zaporozhets, Iryna and Chen, Yaoyi and Yang, Soojung and Schneuing, Arne and Nigam, Jigyasa and Barbero, Federico and Stimper, Vincent and Campbell, Andrew and Yim, Jason and Lienen, Marten and Shi, Yu and Zheng, Shuxin and Schulz, Hannes and Munir, Usman and Clementi, Cecilia and No{\'e}, Frank},
  year = {2024},
  doi = {10.1101/2024.12.05.626885},
  archiveprefix = {BioRXiv},
  url = {https://www.biorxiv.org/content/10.1101/2024.12.05.626885}
}
Softwaretext
@misc{lewis_scalable_2024,
  title = {Scalable Emulation of Protein Equilibrium Ensembles with Generative Deep Learning},
  author = {Lewis, Sarah and Hempel, Tim and Jim{\'e}nez Luna, Jos{\'e} and Gastegger, Michael and Xie, Yu and Foong, Andrew Y. K. and Garc{\'i}a Satorras, Victor and Abdin, Osama and Veeling, Bastiaan S. and Zaporozhets, Iryna and Chen, Yaoyi and Yang, Soojung and Schneuing, Arne and Nigam, Jigyasa and Barbero, Federico and Stimper, Vincent and Campbell, Andrew and Yim, Jason and Lienen, Marten and Shi, Yu and Zheng, Shuxin and Schulz, Hannes and Munir, Usman and Clementi, Cecilia and No{\'e}, Frank},
  year = {2024},
  doi = {10.1101/2024.12.05.626885},
  archiveprefix = {BioRXiv},
  url = {https://www.biorxiv.org/content/10.1101/2024.12.05.626885}
}
Softwaretext
@misc{lewis_scalable_2024,
  title = {Scalable Emulation of Protein Equilibrium Ensembles with Generative Deep Learning},
  author = {Lewis, Sarah and Hempel, Tim and Jim{\'e}nez Luna, Jos{\'e} and Gastegger, Michael and Xie, Yu and Foong, Andrew Y. K. and Garc{\'i}a Satorras, Victor and Abdin, Osama and Veeling, Bastiaan S. and Zaporozhets, Iryna and Chen, Yaoyi and Yang, Soojung and Schneuing, Arne and Nigam, Jigyasa and Barbero, Federico and Stimper, Vincent and Campbell, Andrew and Yim, Jason and Lienen, Marten and Shi, Yu and Zheng, Shuxin and Schulz, Hannes and Munir, Usman and Clementi, Cecilia and No{\'e}, Frank},
  year = {2024},
  doi = {10.1101/2024.12.05.626885},
  archiveprefix = {BioRXiv},
  url = {https://www.biorxiv.org/content/10.1101/2024.12.05.626885}
}
Softwaretext
@misc{lewis_scalable_2024,
  title = {Scalable Emulation of Protein Equilibrium Ensembles with Generative Deep Learning},
  author = {Lewis, Sarah and Hempel, Tim and Jim{\'e}nez Luna, Jos{\'e} and Gastegger, Michael and Xie, Yu and Foong, Andrew Y. K. and Garc{\'i}a Satorras, Victor and Abdin, Osama and Veeling, Bastiaan S. and Zaporozhets, Iryna and Chen, Yaoyi and Yang, Soojung and Schneuing, Arne and Nigam, Jigyasa and Barbero, Federico and Stimper, Vincent and Campbell, Andrew and Yim, Jason and Lienen, Marten and Shi, Yu and Zheng, Shuxin and Schulz, Hannes and Munir, Usman and Clementi, Cecilia and No{\'e}, Frank},
  year = {2024},
  doi = {10.1101/2024.12.05.626885},
  archiveprefix = {BioRXiv},
  url = {https://www.biorxiv.org/content/10.1101/2024.12.05.626885}
}
Softwaretext
@misc{lewis_scalable_2024,
  title = {Scalable Emulation of Protein Equilibrium Ensembles with Generative Deep Learning},
  author = {Lewis, Sarah and Hempel, Tim and Jim{\'e}nez Luna, Jos{\'e} and Gastegger, Michael and Xie, Yu and Foong, Andrew Y. K. and Garc{\'i}a Satorras, Victor and Abdin, Osama and Veeling, Bastiaan S. and Zaporozhets, Iryna and Chen, Yaoyi and Yang, Soojung and Schneuing, Arne and Nigam, Jigyasa and Barbero, Federico and Stimper, Vincent and Campbell, Andrew and Yim, Jason and Lienen, Marten and Shi, Yu and Zheng, Shuxin and Schulz, Hannes and Munir, Usman and Clementi, Cecilia and No{\'e}, Frank},
  year = {2024},
  doi = {10.1101/2024.12.05.626885},
  archiveprefix = {BioRXiv},
  url = {https://www.biorxiv.org/content/10.1101/2024.12.05.626885}
}
Softwaretext
@misc{lewis_scalable_2024,
  title = {Scalable Emulation of Protein Equilibrium Ensembles with Generative Deep Learning},
  author = {Lewis, Sarah and Hempel, Tim and Jim{\'e}nez Luna, Jos{\'e} and Gastegger, Michael and Xie, Yu and Foong, Andrew Y. K. and Garc{\'i}a Satorras, Victor and Abdin, Osama and Veeling, Bastiaan S. and Zaporozhets, Iryna and Chen, Yaoyi and Yang, Soojung and Schneuing, Arne and Nigam, Jigyasa and Barbero, Federico and Stimper, Vincent and Campbell, Andrew and Yim, Jason and Lienen, Marten and Shi, Yu and Zheng, Shuxin and Schulz, Hannes and Munir, Usman and Clementi, Cecilia and No{\'e}, Frank},
  year = {2024},
  doi = {10.1101/2024.12.05.626885},
  archiveprefix = {BioRXiv},
  url = {https://www.biorxiv.org/content/10.1101/2024.12.05.626885}
}
Softwaretext
@misc{lewis_scalable_2024,
  title = {Scalable Emulation of Protein Equilibrium Ensembles with Generative Deep Learning},
  author = {Lewis, Sarah and Hempel, Tim and Jim{\'e}nez Luna, Jos{\'e} and Gastegger, Michael and Xie, Yu and Foong, Andrew Y. K. and Garc{\'i}a Satorras, Victor and Abdin, Osama and Veeling, Bastiaan S. and Zaporozhets, Iryna and Chen, Yaoyi and Yang, Soojung and Schneuing, Arne and Nigam, Jigyasa and Barbero, Federico and Stimper, Vincent and Campbell, Andrew and Yim, Jason and Lienen, Marten and Shi, Yu and Zheng, Shuxin and Schulz, Hannes and Munir, Usman and Clementi, Cecilia and No{\'e}, Frank},
  year = {2024},
  doi = {10.1101/2024.12.05.626885},
  archiveprefix = {BioRXiv},
  url = {https://www.biorxiv.org/content/10.1101/2024.12.05.626885}
}
Softwaretext
@misc{lewis_scalable_2024,
  title = {Scalable Emulation of Protein Equilibrium Ensembles with Generative Deep Learning},
  author = {Lewis, Sarah and Hempel, Tim and Jim{\'e}nez Luna, Jos{\'e} and Gastegger, Michael and Xie, Yu and Foong, Andrew Y. K. and Garc{\'i}a Satorras, Victor and Abdin, Osama and Veeling, Bastiaan S. and Zaporozhets, Iryna and Chen, Yaoyi and Yang, Soojung and Schneuing, Arne and Nigam, Jigyasa and Barbero, Federico and Stimper, Vincent and Campbell, Andrew and Yim, Jason and Lienen, Marten and Shi, Yu and Zheng, Shuxin and Schulz, Hannes and Munir, Usman and Clementi, Cecilia and No{\'e}, Frank},
  year = {2024},
  doi = {10.1101/2024.12.05.626885},
  archiveprefix = {BioRXiv},
  url = {https://www.biorxiv.org/content/10.1101/2024.12.05.626885}
}
Softwaretext
@misc{lewis_scalable_2024,
  title = {Scalable Emulation of Protein Equilibrium Ensembles with Generative Deep Learning},
  author = {Lewis, Sarah and Hempel, Tim and Jim{\'e}nez Luna, Jos{\'e} and Gastegger, Michael and Xie, Yu and Foong, Andrew Y. K. and Garc{\'i}a Satorras, Victor and Abdin, Osama and Veeling, Bastiaan S. and Zaporozhets, Iryna and Chen, Yaoyi and Yang, Soojung and Schneuing, Arne and Nigam, Jigyasa and Barbero, Federico and Stimper, Vincent and Campbell, Andrew and Yim, Jason and Lienen, Marten and Shi, Yu and Zheng, Shuxin and Schulz, Hannes and Munir, Usman and Clementi, Cecilia and No{\'e}, Frank},
  year = {2024},
  doi = {10.1101/2024.12.05.626885},
  archiveprefix = {BioRXiv},
  url = {https://www.biorxiv.org/content/10.1101/2024.12.05.626885}
}
Softwaretext
@misc{lewis_scalable_2024,
  title = {Scalable Emulation of Protein Equilibrium Ensembles with Generative Deep Learning},
  author = {Lewis, Sarah and Hempel, Tim and Jim{\'e}nez Luna, Jos{\'e} and Gastegger, Michael and Xie, Yu and Foong, Andrew Y. K. and Garc{\'i}a Satorras, Victor and Abdin, Osama and Veeling, Bastiaan S. and Zaporozhets, Iryna and Chen, Yaoyi and Yang, Soojung and Schneuing, Arne and Nigam, Jigyasa and Barbero, Federico and Stimper, Vincent and Campbell, Andrew and Yim, Jason and Lienen, Marten and Shi, Yu and Zheng, Shuxin and Schulz, Hannes and Munir, Usman and Clementi, Cecilia and No{\'e}, Frank},
  year = {2024},
  doi = {10.1101/2024.12.05.626885},
  archiveprefix = {BioRXiv},
  url = {https://www.biorxiv.org/content/10.1101/2024.12.05.626885}
}
Softwaretext
@misc{lewis_scalable_2024,
  title = {Scalable Emulation of Protein Equilibrium Ensembles with Generative Deep Learning},
  author = {Lewis, Sarah and Hempel, Tim and Jim{\'e}nez Luna, Jos{\'e} and Gastegger, Michael and Xie, Yu and Foong, Andrew Y. K. and Garc{\'i}a Satorras, Victor and Abdin, Osama and Veeling, Bastiaan S. and Zaporozhets, Iryna and Chen, Yaoyi and Yang, Soojung and Schneuing, Arne and Nigam, Jigyasa and Barbero, Federico and Stimper, Vincent and Campbell, Andrew and Yim, Jason and Lienen, Marten and Shi, Yu and Zheng, Shuxin and Schulz, Hannes and Munir, Usman and Clementi, Cecilia and No{\'e}, Frank},
  year = {2024},
  doi = {10.1101/2024.12.05.626885},
  archiveprefix = {BioRXiv},
  url = {https://www.biorxiv.org/content/10.1101/2024.12.05.626885}
}
Softwaretext
@misc{lewis_scalable_2024,
  title = {Scalable Emulation of Protein Equilibrium Ensembles with Generative Deep Learning},
  author = {Lewis, Sarah and Hempel, Tim and Jim{\'e}nez Luna, Jos{\'e} and Gastegger, Michael and Xie, Yu and Foong, Andrew Y. K. and Garc{\'i}a Satorras, Victor and Abdin, Osama and Veeling, Bastiaan S. and Zaporozhets, Iryna and Chen, Yaoyi and Yang, Soojung and Schneuing, Arne and Nigam, Jigyasa and Barbero, Federico and Stimper, Vincent and Campbell, Andrew and Yim, Jason and Lienen, Marten and Shi, Yu and Zheng, Shuxin and Schulz, Hannes and Munir, Usman and Clementi, Cecilia and No{\'e}, Frank},
  year = {2024},
  doi = {10.1101/2024.12.05.626885},
  archiveprefix = {BioRXiv},
  url = {https://www.biorxiv.org/content/10.1101/2024.12.05.626885}
}
Softwaretext
@misc{lewis_scalable_2024,
  title = {Scalable Emulation of Protein Equilibrium Ensembles with Generative Deep Learning},
  author = {Lewis, Sarah and Hempel, Tim and Jim{\'e}nez Luna, Jos{\'e} and Gastegger, Michael and Xie, Yu and Foong, Andrew Y. K. and Garc{\'i}a Satorras, Victor and Abdin, Osama and Veeling, Bastiaan S. and Zaporozhets, Iryna and Chen, Yaoyi and Yang, Soojung and Schneuing, Arne and Nigam, Jigyasa and Barbero, Federico and Stimper, Vincent and Campbell, Andrew and Yim, Jason and Lienen, Marten and Shi, Yu and Zheng, Shuxin and Schulz, Hannes and Munir, Usman and Clementi, Cecilia and No{\'e}, Frank},
  year = {2024},
  doi = {10.1101/2024.12.05.626885},
  archiveprefix = {BioRXiv},
  url = {https://www.biorxiv.org/content/10.1101/2024.12.05.626885}
}
Softwaretext
@misc{lewis_scalable_2024,
  title = {Scalable Emulation of Protein Equilibrium Ensembles with Generative Deep Learning},
  author = {Lewis, Sarah and Hempel, Tim and Jim{\'e}nez Luna, Jos{\'e} and Gastegger, Michael and Xie, Yu and Foong, Andrew Y. K. and Garc{\'i}a Satorras, Victor and Abdin, Osama and Veeling, Bastiaan S. and Zaporozhets, Iryna and Chen, Yaoyi and Yang, Soojung and Schneuing, Arne and Nigam, Jigyasa and Barbero, Federico and Stimper, Vincent and Campbell, Andrew and Yim, Jason and Lienen, Marten and Shi, Yu and Zheng, Shuxin and Schulz, Hannes and Munir, Usman and Clementi, Cecilia and No{\'e}, Frank},
  year = {2024},
  doi = {10.1101/2024.12.05.626885},
  archiveprefix = {BioRXiv},
  url = {https://www.biorxiv.org/content/10.1101/2024.12.05.626885}
}
Softwaretext
@misc{lewis_scalable_2024,
  title = {Scalable Emulation of Protein Equilibrium Ensembles with Generative Deep Learning},
  author = {Lewis, Sarah and Hempel, Tim and Jim{\'e}nez Luna, Jos{\'e} and Gastegger, Michael and Xie, Yu and Foong, Andrew Y. K. and Garc{\'i}a Satorras, Victor and Abdin, Osama and Veeling, Bastiaan S. and Zaporozhets, Iryna and Chen, Yaoyi and Yang, Soojung and Schneuing, Arne and Nigam, Jigyasa and Barbero, Federico and Stimper, Vincent and Campbell, Andrew and Yim, Jason and Lienen, Marten and Shi, Yu and Zheng, Shuxin and Schulz, Hannes and Munir, Usman and Clementi, Cecilia and No{\'e}, Frank},
  year = {2024},
  doi = {10.1101/2024.12.05.626885},
  archiveprefix = {BioRXiv},
  url = {https://www.biorxiv.org/content/10.1101/2024.12.05.626885}
}
Softwaretext
@misc{lewis_scalable_2024,
  title = {Scalable Emulation of Protein Equilibrium Ensembles with Generative Deep Learning},
  author = {Lewis, Sarah and Hempel, Tim and Jim{\'e}nez Luna, Jos{\'e} and Gastegger, Michael and Xie, Yu and Foong, Andrew Y. K. and Garc{\'i}a Satorras, Victor and Abdin, Osama and Veeling, Bastiaan S. and Zaporozhets, Iryna and Chen, Yaoyi and Yang, Soojung and Schneuing, Arne and Nigam, Jigyasa and Barbero, Federico and Stimper, Vincent and Campbell, Andrew and Yim, Jason and Lienen, Marten and Shi, Yu and Zheng, Shuxin and Schulz, Hannes and Munir, Usman and Clementi, Cecilia and No{\'e}, Frank},
  year = {2024},
  doi = {10.1101/2024.12.05.626885},
  archiveprefix = {BioRXiv},
  url = {https://www.biorxiv.org/content/10.1101/2024.12.05.626885}
}
Softwaretext
@misc{lewis_scalable_2024,
  title = {Scalable Emulation of Protein Equilibrium Ensembles with Generative Deep Learning},
  author = {Lewis, Sarah and Hempel, Tim and Jim{\'e}nez Luna, Jos{\'e} and Gastegger, Michael and Xie, Yu and Foong, Andrew Y. K. and Garc{\'i}a Satorras, Victor and Abdin, Osama and Veeling, Bastiaan S. and Zaporozhets, Iryna and Chen, Yaoyi and Yang, Soojung and Schneuing, Arne and Nigam, Jigyasa and Barbero, Federico and Stimper, Vincent and Campbell, Andrew and Yim, Jason and Lienen, Marten and Shi, Yu and Zheng, Shuxin and Schulz, Hannes and Munir, Usman and Clementi, Cecilia and No{\'e}, Frank},
  year = {2024},
  doi = {10.1101/2024.12.05.626885},
  archiveprefix = {BioRXiv},
  url = {https://www.biorxiv.org/content/10.1101/2024.12.05.626885}
}
Softwaretext
@misc{lewis_scalable_2024,
  title = {Scalable Emulation of Protein Equilibrium Ensembles with Generative Deep Learning},
  author = {Lewis, Sarah and Hempel, Tim and Jim{\'e}nez Luna, Jos{\'e} and Gastegger, Michael and Xie, Yu and Foong, Andrew Y. K. and Garc{\'i}a Satorras, Victor and Abdin, Osama and Veeling, Bastiaan S. and Zaporozhets, Iryna and Chen, Yaoyi and Yang, Soojung and Schneuing, Arne and Nigam, Jigyasa and Barbero, Federico and Stimper, Vincent and Campbell, Andrew and Yim, Jason and Lienen, Marten and Shi, Yu and Zheng, Shuxin and Schulz, Hannes and Munir, Usman and Clementi, Cecilia and No{\'e}, Frank},
  year = {2024},
  doi = {10.1101/2024.12.05.626885},
  archiveprefix = {BioRXiv},
  url = {https://www.biorxiv.org/content/10.1101/2024.12.05.626885}
}
Softwaretext
@misc{lewis_scalable_2024,
  title = {Scalable Emulation of Protein Equilibrium Ensembles with Generative Deep Learning},
  author = {Lewis, Sarah and Hempel, Tim and Jim{\'e}nez Luna, Jos{\'e} and Gastegger, Michael and Xie, Yu and Foong, Andrew Y. K. and Garc{\'i}a Satorras, Victor and Abdin, Osama and Veeling, Bastiaan S. and Zaporozhets, Iryna and Chen, Yaoyi and Yang, Soojung and Schneuing, Arne and Nigam, Jigyasa and Barbero, Federico and Stimper, Vincent and Campbell, Andrew and Yim, Jason and Lienen, Marten and Shi, Yu and Zheng, Shuxin and Schulz, Hannes and Munir, Usman and Clementi, Cecilia and No{\'e}, Frank},
  year = {2024},
  doi = {10.1101/2024.12.05.626885},
  archiveprefix = {BioRXiv},
  url = {https://www.biorxiv.org/content/10.1101/2024.12.05.626885}
}
Softwaretext
@misc{lewis_scalable_2024,
  title = {Scalable Emulation of Protein Equilibrium Ensembles with Generative Deep Learning},
  author = {Lewis, Sarah and Hempel, Tim and Jim{\'e}nez Luna, Jos{\'e} and Gastegger, Michael and Xie, Yu and Foong, Andrew Y. K. and Garc{\'i}a Satorras, Victor and Abdin, Osama and Veeling, Bastiaan S. and Zaporozhets, Iryna and Chen, Yaoyi and Yang, Soojung and Schneuing, Arne and Nigam, Jigyasa and Barbero, Federico and Stimper, Vincent and Campbell, Andrew and Yim, Jason and Lienen, Marten and Shi, Yu and Zheng, Shuxin and Schulz, Hannes and Munir, Usman and Clementi, Cecilia and No{\'e}, Frank},
  year = {2024},
  doi = {10.1101/2024.12.05.626885},
  archiveprefix = {BioRXiv},
  url = {https://www.biorxiv.org/content/10.1101/2024.12.05.626885}
}
Softwaretext
@misc{lewis_scalable_2024,
  title = {Scalable Emulation of Protein Equilibrium Ensembles with Generative Deep Learning},
  author = {Lewis, Sarah and Hempel, Tim and Jim{\'e}nez Luna, Jos{\'e} and Gastegger, Michael and Xie, Yu and Foong, Andrew Y. K. and Garc{\'i}a Satorras, Victor and Abdin, Osama and Veeling, Bastiaan S. and Zaporozhets, Iryna and Chen, Yaoyi and Yang, Soojung and Schneuing, Arne and Nigam, Jigyasa and Barbero, Federico and Stimper, Vincent and Campbell, Andrew and Yim, Jason and Lienen, Marten and Shi, Yu and Zheng, Shuxin and Schulz, Hannes and Munir, Usman and Clementi, Cecilia and No{\'e}, Frank},
  year = {2024},
  doi = {10.1101/2024.12.05.626885},
  archiveprefix = {BioRXiv},
  url = {https://www.biorxiv.org/content/10.1101/2024.12.05.626885}
}
Softwaretext
@misc{lewis_scalable_2024,
  title = {Scalable Emulation of Protein Equilibrium Ensembles with Generative Deep Learning},
  author = {Lewis, Sarah and Hempel, Tim and Jim{\'e}nez Luna, Jos{\'e} and Gastegger, Michael and Xie, Yu and Foong, Andrew Y. K. and Garc{\'i}a Satorras, Victor and Abdin, Osama and Veeling, Bastiaan S. and Zaporozhets, Iryna and Chen, Yaoyi and Yang, Soojung and Schneuing, Arne and Nigam, Jigyasa and Barbero, Federico and Stimper, Vincent and Campbell, Andrew and Yim, Jason and Lienen, Marten and Shi, Yu and Zheng, Shuxin and Schulz, Hannes and Munir, Usman and Clementi, Cecilia and No{\'e}, Frank},
  year = {2024},
  doi = {10.1101/2024.12.05.626885},
  archiveprefix = {BioRXiv},
  url = {https://www.biorxiv.org/content/10.1101/2024.12.05.626885}
}
Softwaretext
@misc{lewis_scalable_2024,
  title = {Scalable Emulation of Protein Equilibrium Ensembles with Generative Deep Learning},
  author = {Lewis, Sarah and Hempel, Tim and Jim{\'e}nez Luna, Jos{\'e} and Gastegger, Michael and Xie, Yu and Foong, Andrew Y. K. and Garc{\'i}a Satorras, Victor and Abdin, Osama and Veeling, Bastiaan S. and Zaporozhets, Iryna and Chen, Yaoyi and Yang, Soojung and Schneuing, Arne and Nigam, Jigyasa and Barbero, Federico and Stimper, Vincent and Campbell, Andrew and Yim, Jason and Lienen, Marten and Shi, Yu and Zheng, Shuxin and Schulz, Hannes and Munir, Usman and Clementi, Cecilia and No{\'e}, Frank},
  year = {2024},
  doi = {10.1101/2024.12.05.626885},
  archiveprefix = {BioRXiv},
  url = {https://www.biorxiv.org/content/10.1101/2024.12.05.626885}
}
Softwaretext
@misc{lewis_scalable_2024,
  title = {Scalable Emulation of Protein Equilibrium Ensembles with Generative Deep Learning},
  author = {Lewis, Sarah and Hempel, Tim and Jim{\'e}nez Luna, Jos{\'e} and Gastegger, Michael and Xie, Yu and Foong, Andrew Y. K. and Garc{\'i}a Satorras, Victor and Abdin, Osama and Veeling, Bastiaan S. and Zaporozhets, Iryna and Chen, Yaoyi and Yang, Soojung and Schneuing, Arne and Nigam, Jigyasa and Barbero, Federico and Stimper, Vincent and Campbell, Andrew and Yim, Jason and Lienen, Marten and Shi, Yu and Zheng, Shuxin and Schulz, Hannes and Munir, Usman and Clementi, Cecilia and No{\'e}, Frank},
  year = {2024},
  doi = {10.1101/2024.12.05.626885},
  archiveprefix = {BioRXiv},
  url = {https://www.biorxiv.org/content/10.1101/2024.12.05.626885}
}
Softwaretext
@misc{lewis_scalable_2024,
  title = {Scalable Emulation of Protein Equilibrium Ensembles with Generative Deep Learning},
  author = {Lewis, Sarah and Hempel, Tim and Jim{\'e}nez Luna, Jos{\'e} and Gastegger, Michael and Xie, Yu and Foong, Andrew Y. K. and Garc{\'i}a Satorras, Victor and Abdin, Osama and Veeling, Bastiaan S. and Zaporozhets, Iryna and Chen, Yaoyi and Yang, Soojung and Schneuing, Arne and Nigam, Jigyasa and Barbero, Federico and Stimper, Vincent and Campbell, Andrew and Yim, Jason and Lienen, Marten and Shi, Yu and Zheng, Shuxin and Schulz, Hannes and Munir, Usman and Clementi, Cecilia and No{\'e}, Frank},
  year = {2024},
  doi = {10.1101/2024.12.05.626885},
  archiveprefix = {BioRXiv},
  url = {https://www.biorxiv.org/content/10.1101/2024.12.05.626885}
}
Softwaretext
@misc{lewis_scalable_2024,
  title = {Scalable Emulation of Protein Equilibrium Ensembles with Generative Deep Learning},
  author = {Lewis, Sarah and Hempel, Tim and Jim{\'e}nez Luna, Jos{\'e} and Gastegger, Michael and Xie, Yu and Foong, Andrew Y. K. and Garc{\'i}a Satorras, Victor and Abdin, Osama and Veeling, Bastiaan S. and Zaporozhets, Iryna and Chen, Yaoyi and Yang, Soojung and Schneuing, Arne and Nigam, Jigyasa and Barbero, Federico and Stimper, Vincent and Campbell, Andrew and Yim, Jason and Lienen, Marten and Shi, Yu and Zheng, Shuxin and Schulz, Hannes and Munir, Usman and Clementi, Cecilia and No{\'e}, Frank},
  year = {2024},
  doi = {10.1101/2024.12.05.626885},
  archiveprefix = {BioRXiv},
  url = {https://www.biorxiv.org/content/10.1101/2024.12.05.626885}
}
Softwaretext
@misc{lewis_scalable_2024,
  title = {Scalable Emulation of Protein Equilibrium Ensembles with Generative Deep Learning},
  author = {Lewis, Sarah and Hempel, Tim and Jim{\'e}nez Luna, Jos{\'e} and Gastegger, Michael and Xie, Yu and Foong, Andrew Y. K. and Garc{\'i}a Satorras, Victor and Abdin, Osama and Veeling, Bastiaan S. and Zaporozhets, Iryna and Chen, Yaoyi and Yang, Soojung and Schneuing, Arne and Nigam, Jigyasa and Barbero, Federico and Stimper, Vincent and Campbell, Andrew and Yim, Jason and Lienen, Marten and Shi, Yu and Zheng, Shuxin and Schulz, Hannes and Munir, Usman and Clementi, Cecilia and No{\'e}, Frank},
  year = {2024},
  doi = {10.1101/2024.12.05.626885},
  archiveprefix = {BioRXiv},
  url = {https://www.biorxiv.org/content/10.1101/2024.12.05.626885}
}
Softwaretext
@misc{lewis_scalable_2024,
  title = {Scalable Emulation of Protein Equilibrium Ensembles with Generative Deep Learning},
  author = {Lewis, Sarah and Hempel, Tim and Jim{\'e}nez Luna, Jos{\'e} and Gastegger, Michael and Xie, Yu and Foong, Andrew Y. K. and Garc{\'i}a Satorras, Victor and Abdin, Osama and Veeling, Bastiaan S. and Zaporozhets, Iryna and Chen, Yaoyi and Yang, Soojung and Schneuing, Arne and Nigam, Jigyasa and Barbero, Federico and Stimper, Vincent and Campbell, Andrew and Yim, Jason and Lienen, Marten and Shi, Yu and Zheng, Shuxin and Schulz, Hannes and Munir, Usman and Clementi, Cecilia and No{\'e}, Frank},
  year = {2024},
  doi = {10.1101/2024.12.05.626885},
  archiveprefix = {BioRXiv},
  url = {https://www.biorxiv.org/content/10.1101/2024.12.05.626885}
}
Softwaretext
@misc{lewis_scalable_2024,
  title = {Scalable Emulation of Protein Equilibrium Ensembles with Generative Deep Learning},
  author = {Lewis, Sarah and Hempel, Tim and Jim{\'e}nez Luna, Jos{\'e} and Gastegger, Michael and Xie, Yu and Foong, Andrew Y. K. and Garc{\'i}a Satorras, Victor and Abdin, Osama and Veeling, Bastiaan S. and Zaporozhets, Iryna and Chen, Yaoyi and Yang, Soojung and Schneuing, Arne and Nigam, Jigyasa and Barbero, Federico and Stimper, Vincent and Campbell, Andrew and Yim, Jason and Lienen, Marten and Shi, Yu and Zheng, Shuxin and Schulz, Hannes and Munir, Usman and Clementi, Cecilia and No{\'e}, Frank},
  year = {2024},
  doi = {10.1101/2024.12.05.626885},
  archiveprefix = {BioRXiv},
  url = {https://www.biorxiv.org/content/10.1101/2024.12.05.626885}
}
Softwaretext
@misc{lewis_scalable_2024,
  title = {Scalable Emulation of Protein Equilibrium Ensembles with Generative Deep Learning},
  author = {Lewis, Sarah and Hempel, Tim and Jim{\'e}nez Luna, Jos{\'e} and Gastegger, Michael and Xie, Yu and Foong, Andrew Y. K. and Garc{\'i}a Satorras, Victor and Abdin, Osama and Veeling, Bastiaan S. and Zaporozhets, Iryna and Chen, Yaoyi and Yang, Soojung and Schneuing, Arne and Nigam, Jigyasa and Barbero, Federico and Stimper, Vincent and Campbell, Andrew and Yim, Jason and Lienen, Marten and Shi, Yu and Zheng, Shuxin and Schulz, Hannes and Munir, Usman and Clementi, Cecilia and No{\'e}, Frank},
  year = {2024},
  doi = {10.1101/2024.12.05.626885},
  archiveprefix = {BioRXiv},
  url = {https://www.biorxiv.org/content/10.1101/2024.12.05.626885}
}
Softwaretext
@misc{lewis_scalable_2024,
  title = {Scalable Emulation of Protein Equilibrium Ensembles with Generative Deep Learning},
  author = {Lewis, Sarah and Hempel, Tim and Jim{\'e}nez Luna, Jos{\'e} and Gastegger, Michael and Xie, Yu and Foong, Andrew Y. K. and Garc{\'i}a Satorras, Victor and Abdin, Osama and Veeling, Bastiaan S. and Zaporozhets, Iryna and Chen, Yaoyi and Yang, Soojung and Schneuing, Arne and Nigam, Jigyasa and Barbero, Federico and Stimper, Vincent and Campbell, Andrew and Yim, Jason and Lienen, Marten and Shi, Yu and Zheng, Shuxin and Schulz, Hannes and Munir, Usman and Clementi, Cecilia and No{\'e}, Frank},
  year = {2024},
  doi = {10.1101/2024.12.05.626885},
  archiveprefix = {BioRXiv},
  url = {https://www.biorxiv.org/content/10.1101/2024.12.05.626885}
}
Softwaretext
@misc{lewis_scalable_2024,
  title = {Scalable Emulation of Protein Equilibrium Ensembles with Generative Deep Learning},
  author = {Lewis, Sarah and Hempel, Tim and Jim{\'e}nez Luna, Jos{\'e} and Gastegger, Michael and Xie, Yu and Foong, Andrew Y. K. and Garc{\'i}a Satorras, Victor and Abdin, Osama and Veeling, Bastiaan S. and Zaporozhets, Iryna and Chen, Yaoyi and Yang, Soojung and Schneuing, Arne and Nigam, Jigyasa and Barbero, Federico and Stimper, Vincent and Campbell, Andrew and Yim, Jason and Lienen, Marten and Shi, Yu and Zheng, Shuxin and Schulz, Hannes and Munir, Usman and Clementi, Cecilia and No{\'e}, Frank},
  year = {2024},
  doi = {10.1101/2024.12.05.626885},
  archiveprefix = {BioRXiv},
  url = {https://www.biorxiv.org/content/10.1101/2024.12.05.626885}
}
Softwaretext
@misc{lewis_scalable_2024,
  title = {Scalable Emulation of Protein Equilibrium Ensembles with Generative Deep Learning},
  author = {Lewis, Sarah and Hempel, Tim and Jim{\'e}nez Luna, Jos{\'e} and Gastegger, Michael and Xie, Yu and Foong, Andrew Y. K. and Garc{\'i}a Satorras, Victor and Abdin, Osama and Veeling, Bastiaan S. and Zaporozhets, Iryna and Chen, Yaoyi and Yang, Soojung and Schneuing, Arne and Nigam, Jigyasa and Barbero, Federico and Stimper, Vincent and Campbell, Andrew and Yim, Jason and Lienen, Marten and Shi, Yu and Zheng, Shuxin and Schulz, Hannes and Munir, Usman and Clementi, Cecilia and No{\'e}, Frank},
  year = {2024},
  doi = {10.1101/2024.12.05.626885},
  archiveprefix = {BioRXiv},
  url = {https://www.biorxiv.org/content/10.1101/2024.12.05.626885}
}
Softwaretext
@misc{lewis_scalable_2024,
  title = {Scalable Emulation of Protein Equilibrium Ensembles with Generative Deep Learning},
  author = {Lewis, Sarah and Hempel, Tim and Jim{\'e}nez Luna, Jos{\'e} and Gastegger, Michael and Xie, Yu and Foong, Andrew Y. K. and Garc{\'i}a Satorras, Victor and Abdin, Osama and Veeling, Bastiaan S. and Zaporozhets, Iryna and Chen, Yaoyi and Yang, Soojung and Schneuing, Arne and Nigam, Jigyasa and Barbero, Federico and Stimper, Vincent and Campbell, Andrew and Yim, Jason and Lienen, Marten and Shi, Yu and Zheng, Shuxin and Schulz, Hannes and Munir, Usman and Clementi, Cecilia and No{\'e}, Frank},
  year = {2024},
  doi = {10.1101/2024.12.05.626885},
  archiveprefix = {BioRXiv},
  url = {https://www.biorxiv.org/content/10.1101/2024.12.05.626885}
}
Softwaretext
@misc{lewis_scalable_2024,
  title = {Scalable Emulation of Protein Equilibrium Ensembles with Generative Deep Learning},
  author = {Lewis, Sarah and Hempel, Tim and Jim{\'e}nez Luna, Jos{\'e} and Gastegger, Michael and Xie, Yu and Foong, Andrew Y. K. and Garc{\'i}a Satorras, Victor and Abdin, Osama and Veeling, Bastiaan S. and Zaporozhets, Iryna and Chen, Yaoyi and Yang, Soojung and Schneuing, Arne and Nigam, Jigyasa and Barbero, Federico and Stimper, Vincent and Campbell, Andrew and Yim, Jason and Lienen, Marten and Shi, Yu and Zheng, Shuxin and Schulz, Hannes and Munir, Usman and Clementi, Cecilia and No{\'e}, Frank},
  year = {2024},
  doi = {10.1101/2024.12.05.626885},
  archiveprefix = {BioRXiv},
  url = {https://www.biorxiv.org/content/10.1101/2024.12.05.626885}
}
Softwaretext
@misc{lewis_scalable_2024,
  title = {Scalable Emulation of Protein Equilibrium Ensembles with Generative Deep Learning},
  author = {Lewis, Sarah and Hempel, Tim and Jim{\'e}nez Luna, Jos{\'e} and Gastegger, Michael and Xie, Yu and Foong, Andrew Y. K. and Garc{\'i}a Satorras, Victor and Abdin, Osama and Veeling, Bastiaan S. and Zaporozhets, Iryna and Chen, Yaoyi and Yang, Soojung and Schneuing, Arne and Nigam, Jigyasa and Barbero, Federico and Stimper, Vincent and Campbell, Andrew and Yim, Jason and Lienen, Marten and Shi, Yu and Zheng, Shuxin and Schulz, Hannes and Munir, Usman and Clementi, Cecilia and No{\'e}, Frank},
  year = {2024},
  doi = {10.1101/2024.12.05.626885},
  archiveprefix = {BioRXiv},
  url = {https://www.biorxiv.org/content/10.1101/2024.12.05.626885}
}
Softwaretext
@misc{lewis_scalable_2024,
  title = {Scalable Emulation of Protein Equilibrium Ensembles with Generative Deep Learning},
  author = {Lewis, Sarah and Hempel, Tim and Jim{\'e}nez Luna, Jos{\'e} and Gastegger, Michael and Xie, Yu and Foong, Andrew Y. K. and Garc{\'i}a Satorras, Victor and Abdin, Osama and Veeling, Bastiaan S. and Zaporozhets, Iryna and Chen, Yaoyi and Yang, Soojung and Schneuing, Arne and Nigam, Jigyasa and Barbero, Federico and Stimper, Vincent and Campbell, Andrew and Yim, Jason and Lienen, Marten and Shi, Yu and Zheng, Shuxin and Schulz, Hannes and Munir, Usman and Clementi, Cecilia and No{\'e}, Frank},
  year = {2024},
  doi = {10.1101/2024.12.05.626885},
  archiveprefix = {BioRXiv},
  url = {https://www.biorxiv.org/content/10.1101/2024.12.05.626885}
}
Softwaretext
@misc{lewis_scalable_2024,
  title = {Scalable Emulation of Protein Equilibrium Ensembles with Generative Deep Learning},
  author = {Lewis, Sarah and Hempel, Tim and Jim{\'e}nez Luna, Jos{\'e} and Gastegger, Michael and Xie, Yu and Foong, Andrew Y. K. and Garc{\'i}a Satorras, Victor and Abdin, Osama and Veeling, Bastiaan S. and Zaporozhets, Iryna and Chen, Yaoyi and Yang, Soojung and Schneuing, Arne and Nigam, Jigyasa and Barbero, Federico and Stimper, Vincent and Campbell, Andrew and Yim, Jason and Lienen, Marten and Shi, Yu and Zheng, Shuxin and Schulz, Hannes and Munir, Usman and Clementi, Cecilia and No{\'e}, Frank},
  year = {2024},
  doi = {10.1101/2024.12.05.626885},
  archiveprefix = {BioRXiv},
  url = {https://www.biorxiv.org/content/10.1101/2024.12.05.626885}
}
Softwaretext
@misc{lewis_scalable_2024,
  title = {Scalable Emulation of Protein Equilibrium Ensembles with Generative Deep Learning},
  author = {Lewis, Sarah and Hempel, Tim and Jim{\'e}nez Luna, Jos{\'e} and Gastegger, Michael and Xie, Yu and Foong, Andrew Y. K. and Garc{\'i}a Satorras, Victor and Abdin, Osama and Veeling, Bastiaan S. and Zaporozhets, Iryna and Chen, Yaoyi and Yang, Soojung and Schneuing, Arne and Nigam, Jigyasa and Barbero, Federico and Stimper, Vincent and Campbell, Andrew and Yim, Jason and Lienen, Marten and Shi, Yu and Zheng, Shuxin and Schulz, Hannes and Munir, Usman and Clementi, Cecilia and No{\'e}, Frank},
  year = {2024},
  doi = {10.1101/2024.12.05.626885},
  archiveprefix = {BioRXiv},
  url = {https://www.biorxiv.org/content/10.1101/2024.12.05.626885}
}
Softwaretext
@misc{lewis_scalable_2024,
  title = {Scalable Emulation of Protein Equilibrium Ensembles with Generative Deep Learning},
  author = {Lewis, Sarah and Hempel, Tim and Jim{\'e}nez Luna, Jos{\'e} and Gastegger, Michael and Xie, Yu and Foong, Andrew Y. K. and Garc{\'i}a Satorras, Victor and Abdin, Osama and Veeling, Bastiaan S. and Zaporozhets, Iryna and Chen, Yaoyi and Yang, Soojung and Schneuing, Arne and Nigam, Jigyasa and Barbero, Federico and Stimper, Vincent and Campbell, Andrew and Yim, Jason and Lienen, Marten and Shi, Yu and Zheng, Shuxin and Schulz, Hannes and Munir, Usman and Clementi, Cecilia and No{\'e}, Frank},
  year = {2024},
  doi = {10.1101/2024.12.05.626885},
  archiveprefix = {BioRXiv},
  url = {https://www.biorxiv.org/content/10.1101/2024.12.05.626885}
}
Softwaretext
@misc{lewis_scalable_2024,
  title = {Scalable Emulation of Protein Equilibrium Ensembles with Generative Deep Learning},
  author = {Lewis, Sarah and Hempel, Tim and Jim{\'e}nez Luna, Jos{\'e} and Gastegger, Michael and Xie, Yu and Foong, Andrew Y. K. and Garc{\'i}a Satorras, Victor and Abdin, Osama and Veeling, Bastiaan S. and Zaporozhets, Iryna and Chen, Yaoyi and Yang, Soojung and Schneuing, Arne and Nigam, Jigyasa and Barbero, Federico and Stimper, Vincent and Campbell, Andrew and Yim, Jason and Lienen, Marten and Shi, Yu and Zheng, Shuxin and Schulz, Hannes and Munir, Usman and Clementi, Cecilia and No{\'e}, Frank},
  year = {2024},
  doi = {10.1101/2024.12.05.626885},
  archiveprefix = {BioRXiv},
  url = {https://www.biorxiv.org/content/10.1101/2024.12.05.626885}
}
Softwaretext
@misc{lewis_scalable_2024,
  title = {Scalable Emulation of Protein Equilibrium Ensembles with Generative Deep Learning},
  author = {Lewis, Sarah and Hempel, Tim and Jim{\'e}nez Luna, Jos{\'e} and Gastegger, Michael and Xie, Yu and Foong, Andrew Y. K. and Garc{\'i}a Satorras, Victor and Abdin, Osama and Veeling, Bastiaan S. and Zaporozhets, Iryna and Chen, Yaoyi and Yang, Soojung and Schneuing, Arne and Nigam, Jigyasa and Barbero, Federico and Stimper, Vincent and Campbell, Andrew and Yim, Jason and Lienen, Marten and Shi, Yu and Zheng, Shuxin and Schulz, Hannes and Munir, Usman and Clementi, Cecilia and No{\'e}, Frank},
  year = {2024},
  doi = {10.1101/2024.12.05.626885},
  archiveprefix = {BioRXiv},
  url = {https://www.biorxiv.org/content/10.1101/2024.12.05.626885}
}
Softwaretext
@misc{lewis_scalable_2024,
  title = {Scalable Emulation of Protein Equilibrium Ensembles with Generative Deep Learning},
  author = {Lewis, Sarah and Hempel, Tim and Jim{\'e}nez Luna, Jos{\'e} and Gastegger, Michael and Xie, Yu and Foong, Andrew Y. K. and Garc{\'i}a Satorras, Victor and Abdin, Osama and Veeling, Bastiaan S. and Zaporozhets, Iryna and Chen, Yaoyi and Yang, Soojung and Schneuing, Arne and Nigam, Jigyasa and Barbero, Federico and Stimper, Vincent and Campbell, Andrew and Yim, Jason and Lienen, Marten and Shi, Yu and Zheng, Shuxin and Schulz, Hannes and Munir, Usman and Clementi, Cecilia and No{\'e}, Frank},
  year = {2024},
  doi = {10.1101/2024.12.05.626885},
  archiveprefix = {BioRXiv},
  url = {https://www.biorxiv.org/content/10.1101/2024.12.05.626885}
}
Softwaretext
@misc{lewis_scalable_2024,
  title = {Scalable Emulation of Protein Equilibrium Ensembles with Generative Deep Learning},
  author = {Lewis, Sarah and Hempel, Tim and Jim{\'e}nez Luna, Jos{\'e} and Gastegger, Michael and Xie, Yu and Foong, Andrew Y. K. and Garc{\'i}a Satorras, Victor and Abdin, Osama and Veeling, Bastiaan S. and Zaporozhets, Iryna and Chen, Yaoyi and Yang, Soojung and Schneuing, Arne and Nigam, Jigyasa and Barbero, Federico and Stimper, Vincent and Campbell, Andrew and Yim, Jason and Lienen, Marten and Shi, Yu and Zheng, Shuxin and Schulz, Hannes and Munir, Usman and Clementi, Cecilia and No{\'e}, Frank},
  year = {2024},
  doi = {10.1101/2024.12.05.626885},
  archiveprefix = {BioRXiv},
  url = {https://www.biorxiv.org/content/10.1101/2024.12.05.626885}
}
Softwaretext
@misc{lewis_scalable_2024,
  title = {Scalable Emulation of Protein Equilibrium Ensembles with Generative Deep Learning},
  author = {Lewis, Sarah and Hempel, Tim and Jim{\'e}nez Luna, Jos{\'e} and Gastegger, Michael and Xie, Yu and Foong, Andrew Y. K. and Garc{\'i}a Satorras, Victor and Abdin, Osama and Veeling, Bastiaan S. and Zaporozhets, Iryna and Chen, Yaoyi and Yang, Soojung and Schneuing, Arne and Nigam, Jigyasa and Barbero, Federico and Stimper, Vincent and Campbell, Andrew and Yim, Jason and Lienen, Marten and Shi, Yu and Zheng, Shuxin and Schulz, Hannes and Munir, Usman and Clementi, Cecilia and No{\'e}, Frank},
  year = {2024},
  doi = {10.1101/2024.12.05.626885},
  archiveprefix = {BioRXiv},
  url = {https://www.biorxiv.org/content/10.1101/2024.12.05.626885}
}
Softwaretext
@misc{lewis_scalable_2024,
  title = {Scalable Emulation of Protein Equilibrium Ensembles with Generative Deep Learning},
  author = {Lewis, Sarah and Hempel, Tim and Jim{\'e}nez Luna, Jos{\'e} and Gastegger, Michael and Xie, Yu and Foong, Andrew Y. K. and Garc{\'i}a Satorras, Victor and Abdin, Osama and Veeling, Bastiaan S. and Zaporozhets, Iryna and Chen, Yaoyi and Yang, Soojung and Schneuing, Arne and Nigam, Jigyasa and Barbero, Federico and Stimper, Vincent and Campbell, Andrew and Yim, Jason and Lienen, Marten and Shi, Yu and Zheng, Shuxin and Schulz, Hannes and Munir, Usman and Clementi, Cecilia and No{\'e}, Frank},
  year = {2024},
  doi = {10.1101/2024.12.05.626885},
  archiveprefix = {BioRXiv},
  url = {https://www.biorxiv.org/content/10.1101/2024.12.05.626885}
}
Softwaretext
@misc{lewis_scalable_2024,
  title = {Scalable Emulation of Protein Equilibrium Ensembles with Generative Deep Learning},
  author = {Lewis, Sarah and Hempel, Tim and Jim{\'e}nez Luna, Jos{\'e} and Gastegger, Michael and Xie, Yu and Foong, Andrew Y. K. and Garc{\'i}a Satorras, Victor and Abdin, Osama and Veeling, Bastiaan S. and Zaporozhets, Iryna and Chen, Yaoyi and Yang, Soojung and Schneuing, Arne and Nigam, Jigyasa and Barbero, Federico and Stimper, Vincent and Campbell, Andrew and Yim, Jason and Lienen, Marten and Shi, Yu and Zheng, Shuxin and Schulz, Hannes and Munir, Usman and Clementi, Cecilia and No{\'e}, Frank},
  year = {2024},
  doi = {10.1101/2024.12.05.626885},
  archiveprefix = {BioRXiv},
  url = {https://www.biorxiv.org/content/10.1101/2024.12.05.626885}
}
Softwaretext
@misc{lewis_scalable_2024,
  title = {Scalable Emulation of Protein Equilibrium Ensembles with Generative Deep Learning},
  author = {Lewis, Sarah and Hempel, Tim and Jim{\'e}nez Luna, Jos{\'e} and Gastegger, Michael and Xie, Yu and Foong, Andrew Y. K. and Garc{\'i}a Satorras, Victor and Abdin, Osama and Veeling, Bastiaan S. and Zaporozhets, Iryna and Chen, Yaoyi and Yang, Soojung and Schneuing, Arne and Nigam, Jigyasa and Barbero, Federico and Stimper, Vincent and Campbell, Andrew and Yim, Jason and Lienen, Marten and Shi, Yu and Zheng, Shuxin and Schulz, Hannes and Munir, Usman and Clementi, Cecilia and No{\'e}, Frank},
  year = {2024},
  doi = {10.1101/2024.12.05.626885},
  archiveprefix = {BioRXiv},
  url = {https://www.biorxiv.org/content/10.1101/2024.12.05.626885}
}
Softwaretext
@misc{lewis_scalable_2024,
  title = {Scalable Emulation of Protein Equilibrium Ensembles with Generative Deep Learning},
  author = {Lewis, Sarah and Hempel, Tim and Jim{\'e}nez Luna, Jos{\'e} and Gastegger, Michael and Xie, Yu and Foong, Andrew Y. K. and Garc{\'i}a Satorras, Victor and Abdin, Osama and Veeling, Bastiaan S. and Zaporozhets, Iryna and Chen, Yaoyi and Yang, Soojung and Schneuing, Arne and Nigam, Jigyasa and Barbero, Federico and Stimper, Vincent and Campbell, Andrew and Yim, Jason and Lienen, Marten and Shi, Yu and Zheng, Shuxin and Schulz, Hannes and Munir, Usman and Clementi, Cecilia and No{\'e}, Frank},
  year = {2024},
  doi = {10.1101/2024.12.05.626885},
  archiveprefix = {BioRXiv},
  url = {https://www.biorxiv.org/content/10.1101/2024.12.05.626885}
}
Softwaretext
@misc{lewis_scalable_2024,
  title = {Scalable Emulation of Protein Equilibrium Ensembles with Generative Deep Learning},
  author = {Lewis, Sarah and Hempel, Tim and Jim{\'e}nez Luna, Jos{\'e} and Gastegger, Michael and Xie, Yu and Foong, Andrew Y. K. and Garc{\'i}a Satorras, Victor and Abdin, Osama and Veeling, Bastiaan S. and Zaporozhets, Iryna and Chen, Yaoyi and Yang, Soojung and Schneuing, Arne and Nigam, Jigyasa and Barbero, Federico and Stimper, Vincent and Campbell, Andrew and Yim, Jason and Lienen, Marten and Shi, Yu and Zheng, Shuxin and Schulz, Hannes and Munir, Usman and Clementi, Cecilia and No{\'e}, Frank},
  year = {2024},
  doi = {10.1101/2024.12.05.626885},
  archiveprefix = {BioRXiv},
  url = {https://www.biorxiv.org/content/10.1101/2024.12.05.626885}
}

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