Alexey Melnikov
3 papers in the PaperMetrix corpus
Papers by this author
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Benchmarking Projective Simulation in Navigation Problems
2018 · IEEE Access
Projective simulation is a model for intelligent agents with a deliberation capacity that is based on episodic memory. The model has been shown to provide a flexible framework for constructing reinforcement-learning agents, and it allows …
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Quantum walk processes in quantum devices
2020 · arXiv (Cornell University)
Simulation and programming of current quantum computers as Noisy Intermediate-Scale Quantum (NISQ) devices represent a hot topic at the border of current physical and information sciences. The quantum walk process represents a basic subroutine in …
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An exponentially-growing family of universal quantum circuits
2023 · Machine Learning Science and Technology
Abstract Quantum machine learning has become an area of growing interest but has certain theoretical and hardware-specific limitations. Notably, the problem of vanishing gradients, or barren plateaus, renders the training impossible for circuits with high …