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Measurement-Induced Landscape Transitions and Coding Barren Plateaus in Hybrid Variational Quantum Circuits
by
Sereno, Tiago
, Lawler, Michael J
, Rappaport, Sonny
, Gyawali, Gaurav
in
Algorithms
/ Circuits
/ Information theory
/ Optimization
/ Phase transitions
2024
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Measurement-Induced Landscape Transitions and Coding Barren Plateaus in Hybrid Variational Quantum Circuits
by
Sereno, Tiago
, Lawler, Michael J
, Rappaport, Sonny
, Gyawali, Gaurav
in
Algorithms
/ Circuits
/ Information theory
/ Optimization
/ Phase transitions
2024
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Measurement-Induced Landscape Transitions and Coding Barren Plateaus in Hybrid Variational Quantum Circuits
Paper
Measurement-Induced Landscape Transitions and Coding Barren Plateaus in Hybrid Variational Quantum Circuits
2024
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Overview
The entanglement-induced barren plateau is an exponential vanishing of the parameter gradients with system size that limits the practical application of variational quantum algorithms(VQA). A landscape transition from barren plateau to no-barren plateau was recently observed in monitored quantum circuits, hypothesized to coincide with the measurement-induced phase transition (MIPT) that separates the area-law states from the volume-law states. We argue from an information theory perspective that these are different transitions. This hypothesis is supported by a numerical study that includes cost-gradient variances, visualizations of the optimization runs and cost-landscape, and a quantum-classical channel mutual information measure. The results are evidence for a universal measurement-induced landscape transition (MILT) at \\(p_c^{\\text{MILT}} \\approx 0.2 < p_c^{\\text{MIPT}}\\) and that throughout \\(0
Publisher
Cornell University Library, arXiv.org
Subject
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