- A Unified Theory of Barren Plateaus for Deep Parametrized ...🔍
- Solving 'barren plateaus' is the key to quantum machine learning🔍
- An initialization strategy for addressing barren plateaus in ...🔍
- LANL Researchers Tackle the 'Barren Plateau' in Quantum Computing🔍
- Marco Cerezo🔍
- Avoiding barren plateaus in the variational determination of ...🔍
- Diagnosing Barren Plateaus with Tools from Quantum Optimal Control🔍
- Escaping from the Barren Plateau via Gaussian Initializations in ...🔍
Cost function dependent barren plateaus in shallow parametrized ...
A Unified Theory of Barren Plateaus for Deep Parametrized ...
Always has a BP: Var𝛉𝛉 ℓ𝜽𝜽 𝜌𝜌,OO ∈ OO( ⁄. 1 bbnn) with bb > 1 for any 𝜌𝜌. Cost Function Dependent Barren Plateaus in Shallow Parametrized ...
BEINIT: Avoiding Barren Plateaus in Variational Quantum Algorithms
cerezo, Cost-function-dependent barren plateaus in shallow quantum neural networks · verdon, Learning to learn with quantum neural networks via classical neural ...
Solving 'barren plateaus' is the key to quantum machine learning
... barren plateau. "We were able to prove that, if you ... Cost function dependent barren plateaus in shallow parametrized quantum circuits.
An initialization strategy for addressing barren plateaus in ...
Parametrized quantum circuits initialized with random initial parameter values are characterized by barren plateaus where the gradient ...
LANL Researchers Tackle the 'Barren Plateau' in Quantum Computing
Their paper (Cost function dependent barren plateaus in shallow parametrized quantum circuits) does nice job explaining their work and its ...
Marco Cerezo - Google Scholar
Cost function dependent barren plateaus in shallow parametrized quantum circuits. M Cerezo, A Sone, T Volkoff, L Cincio, PJ Coles. Nature communications 12 (1), ...
Avoiding barren plateaus in the variational determination of ...
... function after escaping the barren plateau ... Cost function dependent barren plateaus in shallow parametrized quantum circuits Nat.
ResQNets: a residual approach for mitigating barren plateaus in ...
The barren plateau problem in quantum neural networks (QNNs) is a significant challenge that hinders the practical success of QNNs.
Diagnosing Barren Plateaus with Tools from Quantum Optimal Control
One known scaling result for VQAs is barren plateaus, where certain circumstances lead to exponentially vanishing gradients. It is common folklore that problem- ...
Laziness, barren plateau, and noises in machine learning
... Cost function dependent barren plateaus in shallow parametrized quantum circuits Nat. Commun. 12 1–12. [24] Arthur Pesah M C, Wang S, Volkoff ...
Escaping from the Barren Plateau via Gaussian Initializations in ...
Cost function dependent barren plateaus in shallow parametrized quantum circuits. Nat. Commun., 12(1):1–12,. 2021. [46] Aram W Harrow and Richard A Low ...
Quantum-Enhanced Machine Learning: A DIY guide (Part 4)
This is in contrast with noise-free barren plateaus: the actual cost function at distinct parameter points can be easily resolved, but the range ...
Noise-induced barren plateaus in variational quantum algorithms
Fortunately, investigations into barren plateaus have spawned several promising strategies to avoid them, including local cost functions,, parameter correlation ...
Trainability of Dissipative Perceptron-Based Quantum Neural ...
and Patrick J Coles, “Cost function dependent barren plateaus in shallow parametrized quantum circuits,” Na- · ture communications 12, 1–12 ( ...
Solving 'barren plateaus' is the key to quantum machine learning
Paper: “Cost function dependent barren plateaus in shallow parametrized quantum circuits,” Nature Communications, by M. Cerezo, Akira Sone ...
Analyzing the barren plateau phenomenon in training quantum ...
Cost- function-dependent barren plateaus in shallow quantum neural networks. arXiv preprint. arXiv:2001.00550, 2020. [21] Carlos Ortiz ...
Training landscapes for parameterized quantum circuits
Q: Can we extend the barren plateau result to shallow depth? A: Yes, if we allow it to depend on the cost function. Page 29 ...
Solving 'barren plateaus' is the key to quantum machine learning
The paper: "Cost function dependent barren plateaus in shallow parametrized quantum circuits," Nature Communications, by M. Cerezo, Akira ...
A Unified Theory of Barren Plateaus for Deep Parametrized ...
Always has a BP: Var𝛉 ℓ𝜽 𝜌,O ∈ O( Τ. 1 bn) with b > 1 for any 𝜌. Cost Function Dependent Barren Plateaus in Shallow Parametrized Quantum ...
On barren plateaus and cost function locality in variational quantum ...
It has been established that the onset of a barren plateau regime depends on the cost function, although the particular behavior has been demonstrated only for ...