Topological Neural Operators [deep math version]

Theoretical Foundations of Deep Learning

Tauformer: A Topological Transformer Architecture Using Laplacian-Derived Scalar Attention

The article discusses Tauformer, a novel topological transformer architecture that replaces traditional dot-product attention with a Laplaci

Modular Manifolds

Efficient Classical Computation of Quantum Neural Network Kernels

Flow Map Learning via Nongradient Vector Flow [pdf]

On the robustness of topological gap detection via transport