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20242026
most citedEfficient Quantum Circuits for Machine Learning Activation Functions including Constant T-depth ReLU

3 citations · 3 across the 6 of their papers we have counts for

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quant-ph2026

From Bits to Qubits: The Theory and Practice of Quantum Data Encoding

Xiao-Ming Zhang, Arthur G. Rattew, Bujiao Wu +4

Encoding classical data into quantum systems is a foundational step in the execution of nearly all quantum algorithms, and a critical bottleneck in realizing practical quantum adva…

quant-ph2025

SOFT: a high-performance simulator for universal fault-tolerant quantum circuits

Riling Li, Keli Zheng, Yiming Zhang +4

Circuit simulation tools are critical for developing and assessing quantum-error-correcting and fault-tolerant strategies. In this work, we present SOFT, a high-performance Simulat…

quant-ph2025

Constant-Depth Quantum Circuits for Arbitrary Quantum State Preparation via Measurement and Feedback

Wei Zi, Junhong Nie, Xiaoming Sun

The optimization of quantum circuit depth is crucial for practical quantum computing, as limited coherence times and error-prone operations constrain executable algorithms. Measure…

quant-ph2025

Almost Optimal Synthesis of Reversible Function in Qudit Model

Buji Xu, Junhong Nie, Xiaoming Sun

Quantum oracles are widely adopted in problems, like query oracle in Grover's algorithm, cipher in quantum cryptanalytic and data encoder in quantum machine learning. Notably, the…

quant-ph20243 cited

Efficient Quantum Circuits for Machine Learning Activation Functions including Constant T-depth ReLU

Wei Zi, Siyi Wang, Hyunji Kim +3

In recent years, Quantum Machine Learning (QML) has increasingly captured the interest of researchers. Among the components in this domain, activation functions hold a fundamental…

quant-ph2024

Shallow Quantum Circuit Implementation of Symmetric Functions with Limited Ancillary Qubits

Wei Zi, Junhong Nie, Xiaoming Sun

In quantum computation, optimizing depth and number of ancillary qubits in quantum circuits is crucial due to constraints imposed by current quantum devices. This paper presents an…