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cs.LG2025
FAME: Adaptive Functional Attention with Expert Routing for Function-on-Function Regression
Yifei Gao, Yong Chen, Chen Zhang
Functional data play a pivotal role across science and engineering, yet their infinite-dimensional nature makes representation learning challenging. Conventional statistical models…
physics.comp-ph2025
Gradient-enhanced PINN with residual unit for studying forward-inverse problems of variable coefficient equations
Hui-Juan Zhou, Yong Chen
Physics-informed neural network (PINN) is a powerful emerging method for studying forward-inverse problems of partial differential equations (PDEs), even from limited sample data.…