Image de couverture de livre

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

Fuente: arXiv

Enregistré dans:

Détails bibliographiques
Auteurs principaux:	Hewage, Prasad Nimantha Madusanka Ukwatta, Chakkravarthy, Midhun, Abeysekara, Ruvan Kumara
Format:	Preprint
Publié:	2026
Sujets:	Quantum Physics
Accès en ligne:	Acceder al recurso
Tags:	Ajouter un tag Pas de tags, Soyez le premier à ajouter un tag!

Documents similaires

Quantum Error Mitigation Strategies for Variational PDE-Constrained Circuits on Noisy Hardware
par: Hewage, Prasad Nimantha Madusanka Ukwatta, et autres
Publié: (2026)

Variational Quantum Physics-Informed Neural Networks for Hydrological PDE-Constrained Learning with Inherent Uncertainty Quantification
par: Hewage, Prasad Nimantha Madusanka Ukwatta, et autres
Publié: (2026)

Quantum Measurement Statistics as Bayesian Uncertainty Estimators for Physics-Constrained Learning
par: Hewage, Prasad Nimantha Madusanka Ukwatta, et autres
Publié: (2026)

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

Investigating and Mitigating Barren Plateaus in Variational Quantum Circuits: A Survey
par: Cunningham, Jack, et autres
Publié: (2024)

Investigating Different Barren Plateaus Mitigation Strategies in Variational Quantum Eigensolver
par: Atallah, Mostafa, et autres
Publié: (2025)

Barren Plateaus in Variational Quantum Computing
par: Larocca, Martin, et autres
Publié: (2024)

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

The PID Controller Strikes Back: Classical Controller Helps Mitigate Barren Plateaus in Noisy Variational Quantum Circuits
par: Yi, Zhehao, et autres
Publié: (2025)

Direct Gradient Computation for Barren Plateaus in Parameterized Quantum Circuits
par: Yao, Yuhan, et autres
Publié: (2025)

Breaking Through Barren Plateaus: Reinforcement Learning Initializations for Deep Variational Quantum Circuits
par: Peng, Yifeng, et autres
Publié: (2025)

Noise-Induced Barren Plateaus in Variational Quantum Algorithms
par: Wang, Samson, et autres
Publié: (2020)

Batched Line Search Strategy for Navigating through Barren Plateaus in Quantum Circuit Training
par: Nádori, Jakab, et autres
Publié: (2024)

Cyclic Variational Quantum Eigensolver: Escaping Barren Plateaus through Staircase Descent
par: Zhang, Hao, et autres
Publié: (2025)

Mitigating Barren Plateaus in Quantum Denoising Diffusion Probabilistic Model
par: Cao, Haipeng, et autres
Publié: (2025)

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

Measurement-Induced Landscape Transitions and Coding Barren Plateaus in Hybrid Variational Quantum Circuits
par: Gyawali, Gaurav, et autres
Publié: (2023)

The Dilemma of Random Parameter Initialization and Barren Plateaus in Variational Quantum Algorithms
par: Kashif, Muhammad, et autres
Publié: (2024)

A Lie Algebraic Theory of Barren Plateaus for Deep Parameterized Quantum Circuits
par: Ragone, Michael, et autres
Publié: (2023)

Illustration of Barren Plateaus in Quantum Computing
par: Stenzel, Gerhard, et autres
Publié: (2026)

Overcoming Barren Plateaus in Variational Quantum Circuits using a Two-Step Least Squares Approach
par: Boabang, Francis, et autres
Publié: (2026)

Avoiding Barren Plateaus with Entanglement
par: Yao, Yuhan, et autres
Publié: (2024)

ResQNets: A Residual Approach for Mitigating Barren Plateaus in Quantum Neural Networks
par: Kashif, Muhammad, et autres
Publié: (2023)

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

Barren Plateaus Beyond Observable Concentration
par: Li, Zi-Shen, et autres
Publié: (2026)

Scaling Quantum Algorithms via Dissipation: Avoiding Barren Plateaus
par: Zapusek, Elias, et autres
Publié: (2025)

Alleviating Barren Plateaus in Parameterized Quantum Machine Learning Circuits: Investigating Advanced Parameter Initialization Strategies
par: Kashif, Muhammad, et autres
Publié: (2023)

Taming Barren Plateaus in Arbitrary Parameterized Quantum Circuits without Sacrificing Expressibility
par: Chen, Zhenyu, et autres
Publié: (2025)

Neural-network Generated Quantum State Can Mitigate the Barren Plateau in Variational Quantum Circuits
par: Yi, Zhehao, et autres
Publié: (2024)

Escaping Barren Plateaus in Variational Quantum Algorithms Using Negative Learning Rate in Quantum Internet of Things
par: Rahman, Ratun, et autres
Publié: (2025)

The Adjoint Is All You Need: Characterizing Barren Plateaus in Quantum Ansätze
par: Fontana, Enrico, et autres
Publié: (2023)

Enhancing Variational Quantum Circuit Training: An Improved Neural Network Approach for Barren Plateau Mitigation
par: Yi, Zhehao, et autres
Publié: (2024)

Q-LINK: Quantum Layerwise Information Residual Network via a Messenger Qubit for Barren Plateaus Mitigation
par: Yi, Zhehao, et autres
Publié: (2026)

Large Language Models Can Help Mitigate Barren Plateaus in Quantum Neural Networks
par: Zhuang, Jun, et autres
Publié: (2025)

Can Classical Initialization Help Variational Quantum Circuits Escape the Barren Plateau?
par: Peng, Yifeng, et autres
Publié: (2025)

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

Escaping from the Barren Plateau via Gaussian Initializations in Deep Variational Quantum Circuits
par: Zhang, Kaining, et autres
Publié: (2022)

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

Fourier Analysis of Parameterized Quantum Circuits and the Barren Plateau Problem
par: Okumura, Shun, et autres
Publié: (2023)

Escaping Barren Plateau: Co-Exploration of Quantum Circuit Parameters and Architectures
par: Liu, Yipei, et autres
Publié: (2025)