Lixin Sun

MatterSim: A Deep Learning Atomistic Model Across Elements, Temperatures and Pressures

Han Yang, Chenxi Hu, Yichi Zhou, Xixian Liu, Yu Shi, Jielan Li, Guanzhi Li, Zekun Chen, Shuizhou Chen, Claudio Zeni, Matthew Horton, Robert Pinsler, Andrew Fowler, Daniel Zügner, Tianyidan Xie, Jake Smith, Lixin Sun, Qian Wang, Lingyu Kong, Chang Liu, Hongxia Hao, Ziheng Lu

May 2024

Publication

MatterGen: a generative model for inorganic materials design

Claudio Zeni, Robert Pinsler, Daniel Zügner, Andrew Fowler, Matthew Horton, Xiang Fu, Sasha Shysheya, Jonathan Crabbé, Lixin Sun, Jake Smith, Ryota Tomioka, Tian Xie

December 2023

Publication Video Video Video

Improving machine learning force fields for molecular dynamics simulations with fine-grained force metrics

Zun Wang, Hongfei Wu, Lixin Sun, Xinheng He, Zhirong Liu, Bin Shao, Tong Wang, Tie-Yan Liu

The Journal of Chemical Physics | July 2023, Vol 159(3)

Cover Story

Publication

MatterSim: A Deep Learning Atomistic Model Across Elements, Temperatures and Pressures

Han Yang, Chenxi Hu, Yichi Zhou, Xixian Liu, Yu Shi, Jielan Li, Guanzhi Li, Zekun Chen, Shuizhou Chen, Claudio Zeni, Matthew Horton, Robert Pinsler, Andrew Fowler, Daniel Zügner, Tianyidan Xie, Jake Smith, Lixin Sun, Qian Wang, Lingyu Kong, Chang Liu, Hongxia Hao, Ziheng Lu

May 2024

Publication

MatterGen: a generative model for inorganic materials design

Claudio Zeni, Robert Pinsler, Daniel Zügner, Andrew Fowler, Matthew Horton, Xiang Fu, Sasha Shysheya, Jonathan Crabbé, Lixin Sun, Jake Smith, Ryota Tomioka, Tian Xie

December 2023

Publication Video Video Video

Improving machine learning force fields for molecular dynamics simulations with fine-grained force metrics

Zun Wang, Hongfei Wu, Lixin Sun, Xinheng He, Zhirong Liu, Bin Shao, Tong Wang, Tie-Yan Liu

The Journal of Chemical Physics | July 2023, Vol 159(3)

Cover Story

Publication

Improving machine learning force fields for molecular dynamics simulations with fine-grained force metrics

Zun Wang, Hongfei Wu, Lixin Sun, Xinheng He, Zhirong Liu, Bin Shao, Tong Wang, Tie-Yan Liu

The Journal of Chemical Physics | July 2023, Vol 159(3)

Cover Story

Publication

MatterSim: A Deep Learning Atomistic Model Across Elements, Temperatures and Pressures

Han Yang, Chenxi Hu, Yichi Zhou, Xixian Liu, Yu Shi, Jielan Li, Guanzhi Li, Zekun Chen, Shuizhou Chen, Claudio Zeni, Matthew Horton, Robert Pinsler, Andrew Fowler, Daniel Zügner, Tianyidan Xie, Jake Smith, Lixin Sun, Qian Wang, Lingyu Kong, Chang Liu, Hongxia Hao, Ziheng Lu

May 2024

Publication

MatterGen: a generative model for inorganic materials design

Claudio Zeni, Robert Pinsler, Daniel Zügner, Andrew Fowler, Matthew Horton, Xiang Fu, Sasha Shysheya, Jonathan Crabbé, Lixin Sun, Jake Smith, Ryota Tomioka, Tian Xie

December 2023

Publication Video Video Video

Improving machine learning force fields for molecular dynamics simulations with fine-grained force metrics

Zun Wang, Hongfei Wu, Lixin Sun, Xinheng He, Zhirong Liu, Bin Shao, Tong Wang, Tie-Yan Liu

The Journal of Chemical Physics | July 2023, Vol 159(3)

Cover Story

Publication