Showing cs.LGShow all
2 papers · 1 filter
cs.LG2026
Understanding the geometry of deep learning with decision boundary volume
Matthew Burfitt, Jacek Brodzki, Pawel Dłotko
For classification tasks, the performance of a deep neural network is determined by the structure of its decision boundary, whose geometry directly affects essential properties of…
cs.LG2025
Pattern recognition in complex systems via vector-field representations of spatio-temporal data
Ingrid Amaranta Membrillo Solis, Maria van Rossem, Tristan Madeleine +5
A complex system comprises multiple interacting entities whose interdependencies form a unified whole, exhibiting emergent behaviours not present in individual components. Examples…