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cs.LG2025
Space filling positionality and the Spiroformer
M. Maurin, M. Á. Evangelista-Alvarado, P. Suárez-Serrato
Transformers excel when dealing with sequential data. Generalizing transformer models to geometric domains, such as manifolds, we encounter the problem of not having a well-defined…
cs.LG2025
SymFlux: deep symbolic regression of Hamiltonian vector fields
M. A. Evangelista-Alvarado, P. Suárez-Serrato
We present SymFlux, a novel deep learning framework that performs symbolic regression to identify Hamiltonian functions from their corresponding vector fields on the standard sympl…