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cs.LG2025
Semiring Activation in Neural Networks
Bart M. N. Smets, Peter D. Donker, Jim W. Portegies
We introduce a class of trainable nonlinear operators based on semirings that are suitable for use in neural networks. These operators generalize the traditional alternation of lin…
cs.LG2024
PDE-CNNs: Axiomatic Derivations and Applications
Gijs Bellaard, Sei Sakata, Bart M. N. Smets +1
PDE-based Group Convolutional Neural Networks (PDE-G-CNNs) use solvers of evolution PDEs as substitutes for the conventional components in G-CNNs. PDE-G-CNNs can offer several bene…