3 papers
cs.LG2026
Native Multi-Dimensional Subquadratic Operators via Input Dependent Long Convolutions
David R. Wessels, Farhad Ramezanghorbani, David W. Romero +9
Subquadratic alternatives to attention require compromises when applied to multi-dimensional data: standard convolutions lack global receptive fields and input dependency, while re…
math.DG2025
Orientation Scores should be a Piece of Cake
Finn M. Sherry, Chase van de Geijn, Erik J. Bekkers +1
We axiomatically derive a family of wavelets for an orientation score, lifting from position space to position and orientation space , with f…
cs.LG2025
Artificial Intelligence for Science in Quantum, Atomistic, and Continuum Systems
Xuan Zhang, Limei Wang, Jacob Helwig +60
Advances in artificial intelligence (AI) are fueling a new paradigm of discoveries in natural sciences. Today, AI has started to advance natural sciences by improving, accelerating…