Edirisuriya M. Dilanga Siriwardane

Publication Activity (10 Years)

Years Active: 2020-2023
Publications (10 Years): 12

Top Topics

Generative Model

Solving Global Optimization Problems

Discriminative Models

Top Venues

Mach. Learn. Sci. Technol.

Adv. Intell. Syst.

Publications

Rongzhi Dong, Yuqi Song, Edirisuriya M. Dilanga Siriwardane, Jianjun Hu
Discovery of 2D materials using Transformer Network based Generative Design. CoRR (2023)
Rongzhi Dong, Yuqi Song, Edirisuriya M. Dilanga Siriwardane, Jianjun Hu
Discovery of 2D Materials using Transformer Network-Based Generative Design. Adv. Intell. Syst. 5 (12) (2023)
Nihang Fu, Lai Wei, Yuqi Song, Qinyang Li, Rui Xin, Sadman Sadeed Omee, Rongzhi Dong, Edirisuriya M. Dilanga Siriwardane, Jianjun Hu
Material transformers: deep learning language models for generative materials design. Mach. Learn. Sci. Technol. 4 (1) (2023)
Lai Wei, Qinyang Li, Yuqi Song, Stanislav Stefanov, Edirisuriya M. Dilanga Siriwardane, Fanglin Chen, Jianjun Hu
Crystal Transformer: Self-learning neural language model for Generative and Tinkering Design of Materials. CoRR (2022)
Yong Zhao, Edirisuriya M. Dilanga Siriwardane, Zhenyao Wu, Ming Hu, Nihang Fu, Jianjun Hu
Physics Guided Generative Adversarial Networks for Generations of Crystal Materials with Symmetry Constraints. CoRR (2022)
Nihang Fu, Lai Wei, Yuqi Song, Qinyang Li, Rui Xin, Sadman Sadeed Omee, Rongzhi Dong, Edirisuriya M. Dilanga Siriwardane, Jianjun Hu
Materials Transformers Language Models for Generative Materials Design: a benchmark study. CoRR (2022)
Daniel Gleaves, Edirisuriya M. Dilanga Siriwardane, Yong Zhao, Nihang Fu, Jianjun Hu
Semi-supervised teacher-student deep neural network for materials discovery. CoRR (2021)
Yong Zhao, Edirisuriya M. Dilanga Siriwardane, Jianjun Hu
Physics guided deep learning generative models for crystal materials discovery. CoRR (2021)
Jianjun Hu, Stanislav Stefanov, Yuqi Song, Sadman Sadeed Omee, Steph-Yves M. Louis, Edirisuriya M. Dilanga Siriwardane, Yong Zhao
MaterialsAtlas.org: A Materials Informatics Web App Platform for Materials Discovery and Survey of State-of-the-Art. CoRR (2021)
Wenhui Yang, Edirisuriya M. Dilanga Siriwardane, Rongzhi Dong, Yuxin Li, Jianjun Hu
Crystal structure prediction of materials with high symmetry using differential evolution. CoRR (2021)
Rui Xin, Edirisuriya M. Dilanga Siriwardane, Yuqi Song, Yong Zhao, Steph-Yves M. Louis, Alireza Nasiri, Jianjun Hu
Active learning based generative design for the discovery of wide bandgap materials. CoRR (2021)
Yuqi Song, Edirisuriya M. Dilanga Siriwardane, Yong Zhao, Jianjun Hu
Computational discovery of new 2D materials using deep learning generative models. CoRR (2020)