Copertina

Mitigating Barren Plateaus in Variational Quantum Circuits through PDE-Constrained Loss Functions

Fuente: arXiv

Salvato in:

Dettagli Bibliografici
Autori principali:	Hewage, Prasad Nimantha Madusanka Ukwatta, Chakkravarthy, Midhun, Abeysekara, Ruvan Kumara
Natura:	Preprint
Pubblicazione:	2026
Soggetti:	Quantum Physics
Accesso online:	Acceder al recurso
Tags:	Aggiungi Tag Nessun Tag, puoi essere il primo ad aggiungerne!!

Documenti analoghi

Quantum Error Mitigation Strategies for Variational PDE-Constrained Circuits on Noisy Hardware
di: Hewage, Prasad Nimantha Madusanka Ukwatta, et al.
Pubblicazione: (2026)

Variational Quantum Physics-Informed Neural Networks for Hydrological PDE-Constrained Learning with Inherent Uncertainty Quantification
di: Hewage, Prasad Nimantha Madusanka Ukwatta, et al.
Pubblicazione: (2026)

Quantum Measurement Statistics as Bayesian Uncertainty Estimators for Physics-Constrained Learning
di: Hewage, Prasad Nimantha Madusanka Ukwatta, et al.
Pubblicazione: (2026)

Beyond Weather Correlation: A Comparative Study of Static and Temporal Neural Architectures for Fine-Grained Residential Energy Consumption Forecasting in Melbourne, Australia
di: Hewage, Prasad Nimantha Madusanka Ukwatta, et al.
Pubblicazione: (2026)

Investigating and Mitigating Barren Plateaus in Variational Quantum Circuits: A Survey
di: Cunningham, Jack, et al.
Pubblicazione: (2024)

Investigating Different Barren Plateaus Mitigation Strategies in Variational Quantum Eigensolver
di: Atallah, Mostafa, et al.
Pubblicazione: (2025)

Barren Plateaus in Variational Quantum Computing
di: Larocca, Martin, et al.
Pubblicazione: (2024)

A Survey of Methods for Mitigating Barren Plateaus for Parameterized Quantum Circuits
di: Gelman, Michelle
Pubblicazione: (2024)

The PID Controller Strikes Back: Classical Controller Helps Mitigate Barren Plateaus in Noisy Variational Quantum Circuits
di: Yi, Zhehao, et al.
Pubblicazione: (2025)

Direct Gradient Computation for Barren Plateaus in Parameterized Quantum Circuits
di: Yao, Yuhan, et al.
Pubblicazione: (2025)

Breaking Through Barren Plateaus: Reinforcement Learning Initializations for Deep Variational Quantum Circuits
di: Peng, Yifeng, et al.
Pubblicazione: (2025)

Noise-Induced Barren Plateaus in Variational Quantum Algorithms
di: Wang, Samson, et al.
Pubblicazione: (2020)

Batched Line Search Strategy for Navigating through Barren Plateaus in Quantum Circuit Training
di: Nádori, Jakab, et al.
Pubblicazione: (2024)

Cyclic Variational Quantum Eigensolver: Escaping Barren Plateaus through Staircase Descent
di: Zhang, Hao, et al.
Pubblicazione: (2025)

Mitigating Barren Plateaus in Quantum Denoising Diffusion Probabilistic Model
di: Cao, Haipeng, et al.
Pubblicazione: (2025)

Simulating Nonlinearity in Quantum Neural Networks While Mitigating Barren Plateaus
di: Yang, Ding-Dang
Pubblicazione: (2025)

Measurement-Induced Landscape Transitions and Coding Barren Plateaus in Hybrid Variational Quantum Circuits
di: Gyawali, Gaurav, et al.
Pubblicazione: (2023)

The Dilemma of Random Parameter Initialization and Barren Plateaus in Variational Quantum Algorithms
di: Kashif, Muhammad, et al.
Pubblicazione: (2024)

A Lie Algebraic Theory of Barren Plateaus for Deep Parameterized Quantum Circuits
di: Ragone, Michael, et al.
Pubblicazione: (2023)

Illustration of Barren Plateaus in Quantum Computing
di: Stenzel, Gerhard, et al.
Pubblicazione: (2026)

Overcoming Barren Plateaus in Variational Quantum Circuits using a Two-Step Least Squares Approach
di: Boabang, Francis, et al.
Pubblicazione: (2026)

Avoiding Barren Plateaus with Entanglement
di: Yao, Yuhan, et al.
Pubblicazione: (2024)

ResQNets: A Residual Approach for Mitigating Barren Plateaus in Quantum Neural Networks
di: Kashif, Muhammad, et al.
Pubblicazione: (2023)

Quantum Physics-Informed Neural Networks for Maxwell's Equations: Circuit Design, "Black Hole" Barren Plateaus Mitigation, and GPU Acceleration
di: Chen, Ziv, et al.
Pubblicazione: (2025)

Barren Plateaus Beyond Observable Concentration
di: Li, Zi-Shen, et al.
Pubblicazione: (2026)

Scaling Quantum Algorithms via Dissipation: Avoiding Barren Plateaus
di: Zapusek, Elias, et al.
Pubblicazione: (2025)

Taming Barren Plateaus in Arbitrary Parameterized Quantum Circuits without Sacrificing Expressibility
di: Chen, Zhenyu, et al.
Pubblicazione: (2025)

Alleviating Barren Plateaus in Parameterized Quantum Machine Learning Circuits: Investigating Advanced Parameter Initialization Strategies
di: Kashif, Muhammad, et al.
Pubblicazione: (2023)

Neural-network Generated Quantum State Can Mitigate the Barren Plateau in Variational Quantum Circuits
di: Yi, Zhehao, et al.
Pubblicazione: (2024)

Escaping Barren Plateaus in Variational Quantum Algorithms Using Negative Learning Rate in Quantum Internet of Things
di: Rahman, Ratun, et al.
Pubblicazione: (2025)

The Adjoint Is All You Need: Characterizing Barren Plateaus in Quantum Ansätze
di: Fontana, Enrico, et al.
Pubblicazione: (2023)

Enhancing Variational Quantum Circuit Training: An Improved Neural Network Approach for Barren Plateau Mitigation
di: Yi, Zhehao, et al.
Pubblicazione: (2024)

Q-LINK: Quantum Layerwise Information Residual Network via a Messenger Qubit for Barren Plateaus Mitigation
di: Yi, Zhehao, et al.
Pubblicazione: (2026)

Large Language Models Can Help Mitigate Barren Plateaus in Quantum Neural Networks
di: Zhuang, Jun, et al.
Pubblicazione: (2025)

Can Classical Initialization Help Variational Quantum Circuits Escape the Barren Plateau?
di: Peng, Yifeng, et al.
Pubblicazione: (2025)

Quantum Surrogate-Driven Image Classifier: A Gradient-Free Approach to Avoid Barren Plateaus
di: Xie, Yichen
Pubblicazione: (2025)

Escaping from the Barren Plateau via Gaussian Initializations in Deep Variational Quantum Circuits
di: Zhang, Kaining, et al.
Pubblicazione: (2022)

Barren Plateaus as Destructive Interference: A Diagnostic Framework and Implications for Structured Ansatzes
di: Kang, Pilsung
Pubblicazione: (2026)

Fourier Analysis of Parameterized Quantum Circuits and the Barren Plateau Problem
di: Okumura, Shun, et al.
Pubblicazione: (2023)

Escaping Barren Plateau: Co-Exploration of Quantum Circuit Parameters and Architectures
di: Liu, Yipei, et al.
Pubblicazione: (2025)