Geometrically Inspired Kernel Machines for Collaborative Learning Beyond Gradient Descent. - Mohit Kumar 001; Alexander Valentinitsch; Magdalena Fuchs; Mathias Brucker; Juliana Bowles; Adnan Husakovic; Ali Abbas; Bernhard Moser 001 (J. Artif. Intell. Res., 2025)