Barren plateaus in quantum neural network training landscapes
Sign Up to like & getrecommendations! Published in 2018 at "Nature Communications"
DOI: 10.1038/s41467-018-07090-4
Abstract: Many experimental proposals for noisy intermediate scale quantum devices involve training a parameterized quantum circuit with a classical optimization loop. Such hybrid quantum-classical algorithms are popular for applications in quantum simulation, optimization, and machine learning.… read more here.
Keywords: quantum; hybrid quantum; classical algorithms; quantum classical ... See more keywords
Quantum-classical algorithms for skewed linear systems with an optimized Hadamard test
Sign Up to like & getrecommendations! Published in 2021 at "Physical Review A"
DOI: 10.1103/physreva.103.042422
Abstract: The authors propose two hybrid quantum-classical algorithms for finding approximate solutions to heavily skewed systems of linear equations for overdetermined and underdetermined cases. The algorithms, which have polylogarithmic dependence on the larger dimension and polynomial… read more here.
Keywords: classical algorithms; algorithms skewed; skewed linear; quantum classical ... See more keywords
Revival of Classical Algorithms: A Bibliometric Study on the Trends of Neural Networks and Genetic Algorithms
Sign Up to like & getrecommendations! Published in 2023 at "Symmetry"
DOI: 10.3390/sym15020325
Abstract: The purpose of our bibliometric research was to capture and analyze the trends of two types of well-known classical artificial intelligence (AI) algorithms: neural networks (NNs) and genetic algorithms (GAs). Symmetry is a very popular… read more here.
Keywords: genetic algorithms; gas; neural networks; algorithms ... See more keywords