Shitong Luo
I am a first-year Ph.D. student at MIT EECS.
Previously, I received my B.S. degree from Peking University in 2021 and then spent three years at a biotech startup.
Shitong Luo*, Wenhao Gao*, Zuofan Wu*, Jian Peng, Connor W. Coley, Jianzhu Ma (* equal contribution)
International Conference on Machine Learning (ICML) 2024
ChemProjector "projects" any molecular graph into a new molecular representation called postfix notation of synthesis that guarantees synthesizability.
Shitong Luo*, Wenhao Gao*, Zuofan Wu*, Jian Peng, Connor W. Coley, Jianzhu Ma (* equal contribution)
International Conference on Machine Learning (ICML) 2024
ChemProjector "projects" any molecular graph into a new molecular representation called postfix notation of synthesis that guarantees synthesizability.
Shitong Luo, Yufeng Su, Zuofan Wu, Chenpeng Su, Jian Peng, Jianzhu Ma
International Conference on Learning Representations (ICLR) 2023
RDE estimates the distribution of amino acid side-chain conformations (rotamers), from which we can predict the effect of mutations on protein-protein interactions by comparing the entropy of the distributions.
Shitong Luo, Yufeng Su, Zuofan Wu, Chenpeng Su, Jian Peng, Jianzhu Ma
International Conference on Learning Representations (ICLR) 2023
RDE estimates the distribution of amino acid side-chain conformations (rotamers), from which we can predict the effect of mutations on protein-protein interactions by comparing the entropy of the distributions.
Shitong Luo, Yufeng Su, Xingang Peng, Sheng Wang, Jian Peng, Jianzhu Ma
Conference on Neural Information Processing Systems (NeurIPS) 2022
DiffAb is a diffusion model that can design new antibodies and optimize existing ones for antigen binding.
Shitong Luo, Yufeng Su, Xingang Peng, Sheng Wang, Jian Peng, Jianzhu Ma
Conference on Neural Information Processing Systems (NeurIPS) 2022
DiffAb is a diffusion model that can design new antibodies and optimize existing ones for antigen binding.
Sisi Shan*, Shitong Luo*, Ziqing Yang*, Junxian Hong*, Yufeng Su, Fan Ding, Lili Fu, Chenyu Li, Peng Chen, Jianzhu Ma, Xuanling Shi, Qi Zhang, Bonnie Berger, Linqi Zhang, Jian Peng (* equal contribution)
Proceedings of the National Academy of Sciences (PNAS) 2022
Optimizing antibodies against SARS-CoV-2 variants with geometric deep learning, experimentally validated.
Sisi Shan*, Shitong Luo*, Ziqing Yang*, Junxian Hong*, Yufeng Su, Fan Ding, Lili Fu, Chenyu Li, Peng Chen, Jianzhu Ma, Xuanling Shi, Qi Zhang, Bonnie Berger, Linqi Zhang, Jian Peng (* equal contribution)
Proceedings of the National Academy of Sciences (PNAS) 2022
Optimizing antibodies against SARS-CoV-2 variants with geometric deep learning, experimentally validated.
Shitong Luo, Jiaqi Guan, Jianzhu Ma, Jian Peng
Conference on Neural Information Processing Systems (NeurIPS) 2021
Learning the distribution of atom occurence in protein binding pockets to generate 3D molecules.
Shitong Luo, Jiaqi Guan, Jianzhu Ma, Jian Peng
Conference on Neural Information Processing Systems (NeurIPS) 2021
Learning the distribution of atom occurence in protein binding pockets to generate 3D molecules.
Shitong Luo, Wei Hu
IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) 2021 Oral
Simply a diffusion model for 3D point cloud generation.
[Paper] [Code] [Suppl.(Corrected)] [Demo Created by S.H.] [Proceedings]
Shitong Luo, Wei Hu
IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) 2021 Oral
Simply a diffusion model for 3D point cloud generation.
[Paper] [Code] [Suppl.(Corrected)] [Demo Created by S.H.] [Proceedings]