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Kaisen Pan

4 accepted papers

2024

Rethinking Parity Check Enhanced Symmetry-Preserving Ansatz

NeurIPS 2024poster

With the arrival of the Noisy Intermediate-Scale Quantum (NISQ) era, Variational Quantum Algorithms (VQAs) have emerged to obtain possible quantum advantage. In particular, how to effectively incorporate hard constraints in VQAs remains a critical and open question. In this paper, we manage to combi…

Cited by 0SourcePDFScholar
2024

Rethinking the symmetry-preserving circuits for constrained variational quantum algorithms

ICLR 2024poster

With the arrival of the Noisy Intermediate-Scale Quantum (NISQ) era, Variational Quantum Algorithms (VQAs) have emerged as popular approaches to obtain possible quantum advantage in the relatively near future. In particular, how to effectively incorporate the common symmetries in physical systems as…

Cited by 1SourcePDFScholar
2023

QAS-Bench: Rethinking Quantum Architecture Search and A Benchmark

ICML 2023poster

Automatic quantum architecture search (QAS) has been widely studied across disciplines with different implications. In this paper, beyond a particular domain, we formulate the QAS problem into two basic (and relatively even ideal) tasks: i) arbitrary quantum circuit (QC) regeneration given a target…

2023

QuantumDARTS: Differentiable Quantum Architecture Search for Variational Quantum Algorithms

ICML 2023poster

With the arrival of the Noisy Intermediate-Scale Quantum (NISQ) era and the fast development of machine learning, variational quantum algorithms (VQA) including Variational Quantum Eigensolver (VQE) and quantum neural network (QNN) have received increasing attention with wide potential applications…

Cited by 31SourcePDFScholar