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quant-ph2026
Exact Realization of Deep ReLU Computation in a Microscopic Statistical-Mechanical System
Junxu Li
Understanding the physical origin of the piecewise-linear computation in deep rectified linear unit (ReLU) networks remains a fundamental challenge. Here we establish an exact stat…
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…