1 citations · 2 across the 7 of their papers we have counts for
9 papers
QuLoC: Photonic Quantum-Assisted Low-Rank LLM Compression
Xiao-Hui Ni, Yu-Han Yao, Yu-Ze Zhu +4
As LLMs grow in size, compression becomes increasingly important for efficient deployment. SVD-based low-rank compression reduces parameter counts but can degrade downstream perfor…
Feedback-based quantum optimization with low depth and measurement
Zi-Wen Huang, Jia-Cheng Fan, Xiao-Hui Ni +5
Feedback-based ALgorithm for Quantum OptimizatioN (FALQON) is a hybrid quantum-classical algorithm for solving combinatorial optimization problems, which circumvents classical para…
Quantum-Assisted Recursive Algorithm for Solving the Exact Cover Problem
Xiao-Hui Ni, Jia-Cheng Fan, Ling-Xiao Li +5
The exact cover problem is an NP-complete problem with broad applications. Studies show that although applying the Quantum Approximate Optimization Algorithm (QAOA) to this problem…
Auxiliary-qubit-free quantum approximate optimization algorithm for the minimum dominating set problem
Guanghui Li, Xiaohui Ni, Junjian Su +5
Quantum Approximate Optimization Algorithm (QAOA) is a promising framework for solving combinatorial optimization problems on near-term quantum devices. One such problem is the Min…
Iterative Partition Search Variational Quantum Algorithm for Solving Shortest Vector Problem
Zi-Wen Huang, Xiao-Hui Ni, Jia-Cheng Fan +4
The Partition Search Algorithm (PSA) and Iterative Quantum Optimization with an Adaptive Problem (IQOAP) are leading variational quantum algorithms for solving Shortest Vector Prob…
An Adaptive Mixer Allocation Algorithm for the Quantum Alternating Operator Ansatz
Xiao-Hui Ni, Yu-Sen Wu, Bin-Bin Cai +3
Recently, Hadfield et al. proposed the quantum alternating operator ansatz algorithm (QAOA+), an extension of the quantum approximate optimization algorithm (QAOA), to solve constr…
Progressive Quantum Algorithm for Maximum Independent Set with Quantum Alternating Operator Ansatz
Xiao-Hui Ni, Ling-Xiao Li, Yan-Qi Song +3
Hadfield et al. proposed a novel Quantum Alternating Operator Ansatz algorithm (QAOA+), and this algorithm has wide applications in solving constrained combinatorial optimization p…
Multilevel leapfrogging initialization for quantum approximate optimization algorithm
Xiao-Hui Ni, Bin-Bin Cai, Hai-Ling Liu +3
Recently, Zhou et al. have proposed a novel Interpolation-based (INTERP) strategy to generate the initial parameters for the Parameterized Quantum Circuit (PQC) in Quantum Approxim…
A randomized algorithm for the QR decomposition-based approximate SVD
Xiaohui Ni, An-Bao Xu
Matrix decomposition is a very important mathematical tool in numerical linear algebra for data processing. In this paper, we introduce a new randomized matrix decomposition algori…