3 papers
quant-ph2026
Bridge the Gap between Classical and Quantum Neural Networks with Residual Connections
Junxu Li
We introduce a Hybrid Quantum Residual Network (HQRN) and establish an exact functional correspondence between its state evolution and the dynamics of classical networks with resid…
cs.LG2025
PR-CapsNet: Pseudo-Riemannian Capsule Network with Adaptive Curvature Routing for Graph Learning
Ye Qin, Jingchao Wang, Yang Shi +5
Capsule Networks (CapsNets) show exceptional graph representation capacity via dynamic routing and vectorized hierarchical representations, but they model the complex geometries of…
quant-ph2025
Knowledge Distillation Inspired Variational Quantum Eigensolver with Virtual Annealing
Junxu Li
In this paper, we propose a Knowledge Distillation Inspired Variational Quantum Eigensolver (KD-VQE). Inspired by the virtual distillation process in knowledge distillation (KD), K…