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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…
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…