THE SYNTHESIS PROJECT
PUBLISHED WORK
DISCOVERING RELATIONSHIPS BETWEEN OSDAS AND ZEOLITES THROUGH DATA MINING AND GENERATIVE NEURAL NETWORKS
Zach Jensen, Soonhyoung Kwon, Daniel Schwalbe-Koda, Cecilia Paris, Rafael Gómez-Bombarelli, Yuriy Román-Leshkov, Avelino Corma, Manuel Moliner, and Elsa A. Olivetti. ACS Central Science. (2021)
TEXT MINING FOR PROCESSING CONDITIONS OF SOLID-STATE BATTERY ELECTROLYTES
Rubayyat Mahbub, Kevin Huang, Zach Jensen, Zachary D. Hood, Jennifer L.M. Rupp, Elsa Olivetti. Electrochemistry Communications. (2020)
A DATABASE AND MACHINE LEARNING MODEL TO IDENTIFY THERMALLY DRIVEN METAL-INSULATOR TRANSITION COMPOUNDS
Alexandru B. Georgescu, Peiwen Ren, Aubrey R. Toland, Elsa Olivetti, Nicholas Wagner, James M. Rondinelli. arXiv preprint. (2020)
INORGANIC MATERIALS SYNTHESIS PLANNING WITH LITERATURE-TRAINED NEURAL NETWORKS
Edward Kim, Zach Jensen, Alexander van Grootel, Kevin Huang, Matthew Staib, Sheshera Mysore, Haw-Shiuan Chang, Emma Strubell, Andrew McCallum, Stefanie Jegelka, Elsa Olivetti. Journal of Chemical Information and Modeling. (2020)
GRAPH SIMILARITY DRIVES ZEOLITE DIFFUSIONLESS TRANSFORMATIONS AND INTERGROWTH
Daniel Schwalbe-Koda, Zach Jensen, Elsa Olivetti, Rafael Gómez-Bombarelli. Nature Materials. (2019)
DISTILLING A MATERIALS SYNTHESIS ONTOLOGY
Edward Kim, Kevin Huang, Olga Kononova, Gerbrand Ceder, Elsa Olivetti. Matter. (2019)
THE MATERIALS SCIENCE PROCEDURAL TEXT CORPUS: ANNOTATED MATERIALS SYNTHESIS PROCEDURES WITH SHALLOW SEMANTIC STRUCTURES
Sheshera Mysore, Zach Jensen, Edward Kim, Kevin Huang, Haw-Shiuan Chang, Emma Strubell, Jeffrey Flanigan, Andrew McCallum, Elsa Olivetti. arXiv preprint. (2019)
A MACHINE LEARNING APPROACH TO ZEOLITE SYNTHESIS ENABLED BY AUTOMATIC LITERATURE DATA EXTRACTION
Zach Jensen, Edward Kim, Soonhyoung Kwon, Terry Z.H. Gani, Yuriy Román-Leshkov, Manuel Moliner, Avelino Corma, Elsa Olivetti. ACS Central Science. (2019)
VIRTUAL SCREENING OF INORGANIC MATERIALS PARAMETERS WITH DEEP LEARNING
Edward Kim, Kevin Huang, Stefanie Jegelka, Elsa Olivetti. npj Computational Materials. (2017)
AUTOMATICALLY EXTRACTING ACTION GRAPHS FROM MATERIALS SCIENCE SYNTHESIS PROCEDURES
Sheshera Mysore, Edward Kim, Emma Strubell, Ao Liu, Haw-Shiuan Chang, Srikrishna Kompella, Kevin Huang, Andrew McCallum, Elsa Olivetti. arXiv preprint. (2017)
MATERIALS SYNTHESIS INSIGHTS FROM THE SCIENTIFIC LITERATURE VIA TEXT EXTRACTION AND MACHINE LEARNING
Edward Kim, Kevin Huang, Adam Saunders, Andrew McCallum, Gerbrand Ceder, Elsa Olivetti. Chemistry of Materials. (2017)
MACHINE-LEARNED AND CODIFIED SYNTHESIS PARAMETERS OF OXIDE MATERIALS
Edward Kim, Kevin Huang, Alex Tomala, Sara Matthews, Emma Strubell, Adam Saunders, Andrew McCallum, Elsa Olivetti. Scientific Data. (2017)