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Venkatasubramanian Viswanathan

Score-Based Generative Models for Molecule Generation


Mar 07, 2022
Dwaraknath Gnaneshwar, Bharath Ramsundar, Dhairya Gandhi, Rachel Kurchin, Venkatasubramanian Viswanathan


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Autonomous optimization of nonaqueous battery electrolytes via robotic experimentation and machine learning


Nov 23, 2021
Adarsh Dave, Jared Mitchell, Sven Burke, Hongyi Lin, Jay Whitacre, Venkatasubramanian Viswanathan

* 26 pages, 5 Figures, 7 Extended Data Figures 

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Differentiable Physics: A Position Piece


Sep 14, 2021
Bharath Ramsundar, Dilip Krishnamurthy, Venkatasubramanian Viswanathan

* 12 pages, 1 figure 

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ACED: Accelerated Computational Electrochemical systems Discovery


Nov 10, 2020
Rachel C. Kurchin, Eric Muckley, Lance Kavalsky, Vinay Hegde, Dhairya Gandhi, Xiaoyu Sun, Matthew Johnson, Alan Edelman, James Saal, Christopher Vincent Rackauckas, Bryce Meredig, Viral Shah, Venkatasubramanian Viswanathan

* 4 pages, 1 figure, accepted to NeurIPS Climate Change and AI Workshop 2020 updating because one author's email was missing 

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Closed-Loop Design of Proton Donors for Lithium-Mediated Ammonia Synthesis with Interpretable Models and Molecular Machine Learning


Aug 19, 2020
Dilip Krishnamurthy, Nikifar Lazouski, Michal L. Gala, Karthish Manthiram, Venkatasubramanian Viswanathan

* 27 pages, 6 figures, 30 pages of Supporting Information 

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Closed-Loop Design of Proton Donors for Lithium-Mediated Ammonia Production with Interpretable Models and Molecular Machine Learning


Aug 18, 2020
Dilip Krishnamurthy, Nikifar Lazouski, Michal L. Gala, Karthish Manthiram, Venkatasubramanian Viswanathan

* 27 pages, 6 figures, 30 pages of Supporting Information 

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Machine Learning Enabled Discovery of Application Dependent Design Principles for Two-dimensional Materials


Mar 19, 2020
Victor Venturi, Holden Parks, Zeeshan Ahmad, Venkatasubramanian Viswanathan

* 31 pages, 7 figures, 6 pages of Supporting Information 

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