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cs.LG2026
The Token Is a Group Element: On Lie-Algebra Attention over Matrix Lie Groups
Przemyslaw Musialski
We place the attention token on the group: a token is an element of a matrix Lie group -- a bare transformation, with no feature payload and no external action car…
cs.LG2026
HOSC: A Periodic Activation with Saturation Control for High-Fidelity Implicit Neural Representations
Michal Jan Wlodarczyk, Danzel Serrano, Przemyslaw Musialski
Periodic activations such as sine preserve high-frequency information in implicit neural representations (INRs) through their oscillatory structure, but often suffer from gradient…