Konstantinos Slavakis
3 أوراق في مجموعة PaperMetrix
أوراق هذا المؤلف
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Tensor-Based Binary Graph Encoding for Variational Quantum Classifiers
2025
Quantum computing has been a prominent research area for decades, inspiring transformative fields such as quantum simulation, quantum teleportation, and quantum machine learning (QML), which are undergoing rapid development. Within QML, hybrid classical-quantum algorithms like …
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KERNEL REGRESSION OF MULTI-WAY DATA VIA TENSOR TRAINS WITH HADAMARD OVERPARAMETRIZATION: THE DYNAMIC GRAPH FLOW CASE
2025
A regression-based framework for interpretable multi-way data imputation, termed Kernel Regression via Tensor Trains with Hadamard overparametrization (KReTTaH), is introduced. KReTTaH adopts a nonparametric formulation by casting imputation as regression via reproducing kernel Hilbert spaces. …
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Nonparametric Bellman Mappings for Value Iteration in Distributed Reinforcement Learning
2025 · arXiv (Cornell University)
This paper introduces novel Bellman mappings (B-Maps) for value iteration (VI) in distributed reinforcement learning (DRL), where agents are deployed over an undirected, connected graph/network with arbitrary topology -- but without a centralized node, that …