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cs.LG2022
Quantifying Complexity: An Object-Relations Approach to Complex Systems
Stephen Casey
The best way to model, understand, and quantify the information contained in complex systems is an open question in physics, mathematics, and computer science. The uncertain relati…
cs.LG2021
Operator Autoencoders: Learning Physical Operations on Encoded Molecular Graphs
Willis Hoke, Daniel Shea, Stephen Casey
Molecular dynamics simulations produce data with complex nonlinear dynamics. If the timestep behavior of such a dynamic system can be represented by a linear operator, future state…