Search Results for author: Jincheng Du

Found 2 papers, 1 papers with code

Evaluation of GlassNet for physics-informed machine learning of glass stability and glass-forming ability

1 code implementation15 Mar 2024 Sarah I. Allec, Xiaonan Lu, Daniel R. Cassar, Xuan T. Nguyen, Vinay I. Hegde, Thiruvillamalai Mahadevan, Miroslava Peterson, Jincheng Du, Brian J. Riley, John D. Vienna, James E. Saal

Here, we explore the application of an open-source pre-trained NN model, GlassNet, that can predict the characteristic temperatures necessary to compute glass stability (GS) and assess the feasibility of using these physics-informed ML (PIML)-predicted GS parameters to estimate GFA.

Physics-informed machine learning

A Proof of Useful Work for Artificial Intelligence on the Blockchain

no code implementations25 Jan 2020 Andrei Lihu, Jincheng Du, Igor Barjaktarevic, Patrick Gerzanics, Mark Harvilla

The Bitcoin protocol, named 'proof of work' (PoW), resembles a lottery and the underlying computational work is not useful otherwise.

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