Jun 2, 2024 · Equilibrium propagation (EP) is a training framework for energy-based systems, ie systems whose physics minimizes an energy function.
Jun 2, 2024 · A key advantage of EP is that it achieves gradient descent on a cost function using the physics of the system to extract the weight gradients, ...
We introduce Quantum Equilibrium Propagation (QEP), an extension of EP to quantum systems. 49. In QEP, the system is brought to the ground state of its ...
Jun 2, 2024 · Equilibrium propagation (EP) is a training framework for energy-based systems, i.e. systems whose physics minimizes an energy function.
Equilibrium propagation (EP) is a training framework for energy-based systems, i.e. systems whose physics minimizes an energy function.
Jun 3, 2024 · This paper presents a new training algorithm called "Quantum Equilibrium Propagation" for efficiently training quantum systems.
2024. Quantum Equilibrium Propagation: Gradient-Descent Training of Quantum Systems. B Scellier. arXiv preprint arXiv:2406.00879, 2024. 1, 2024. A Fast ...
Mar 16, 2023 · Quantum Equilibrium Propagation: Gradient-Descent Training of Quantum Systems. #2. Benjamin Scellier. (Jun 2, 2024). e-Print: 2406.00879 [quant ...
Equilibrium propagation (EP) is such a procedure that has been introduced and applied to classical energy-based models which relax to an equilibrium. Here, we ...
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Article "Quantum Equilibrium Propagation: Gradient-Descent Training of Quantum Systems" Detailed information of the J-GLOBAL is an information service ...