3 papers
cs.CE2026
Tensor Network Structure Search Via Canonical Dimension Tree Enumeration
Zheng Guo, Aditya Deshpande, Brian Kiedrowski +2
Tensor networks provide a powerful framework for compressing multi-dimensional data. The optimal tensor network structure for a given data tensor depends on both data characteristi…
quant-ph2026
Quantum Algorithms for Heterogeneous PDEs: The Neutron Diffusion Eigenvalue Problem
Andrew M. Childs, Lincoln Johnston, Brian Kiedrowski +2
We develop a hybrid classical-quantum algorithm to solve a type of linear reaction-diffusion equation, the neutron diffusion (generalized) k-eigenvalue problem that establishes nuc…
cs.CE2026
Hierarchical Search of Tree Tensor Networks for High-Dimensional Data
Zheng Guo, Aditya Deshpande, Xinyu Wang +2
Tensor network methods provide a scalable solution to represent high-dimensional data. However, their efficacy is often limited by static, expert-defined structures that fail to ad…