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cs.LG2026
Conservative Hybrid Graph Networks for Process Systems with Learned Routing
Paolo Guida
Industrial process networks do not maintain a single effective topology while operating: streams are throttled or bypassed, and units move between idle, transition, and active regi…
cs.LG2025
Predicting The Evolution of Interfaces with Fourier Neural Operators
Paolo Guida, William L. Roberts
Recent progress in AI has established neural operators as powerful tools that can predict the evolution of partial differential equations, such as the Navier-Stokes equations. Some…