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of 54
pro vyhledávání: '"Barbosa, Luis Soares"'
This research explores the trainability of Parameterized Quantum circuit-based policies in Reinforcement Learning, an area that has recently seen a surge in empirical exploration. While some studies suggest improved sample complexity using quantum gr
Externí odkaz:
http://arxiv.org/abs/2406.09614
Discerning between quantum and classical correlations is of great importance. Bell polytopes are well established as a fundamental tool. In this paper, we extend this line of inquiry by applying resource theory within the context of Network scenarios
Externí odkaz:
http://arxiv.org/abs/2406.08073
Publikováno v:
EPTCS 358, 2022, pp. 270-284
Modelling complex information systems often entails the need for dealing with scenarios of inconsistency in which several requirements either reinforce or contradict each other. In this kind of scenarios, arising e.g. in knowledge representation, sim
Externí odkaz:
http://arxiv.org/abs/2204.06737
Variational Quantum Circuits are being used as versatile Quantum Machine Learning models. Some empirical results exhibit an advantage in supervised and generative learning tasks. However, when applied to Reinforcement Learning, less is known. In this
Externí odkaz:
http://arxiv.org/abs/2203.10591
Publikováno v:
In Science of Computer Programming February 2025 240
This extended abstract reports on on-going research on quantum algorithmic approaches to the problem of generalised tree search that may exhibit effective quantum speedup, even in the presence of non-constant branching factors. Two strategies are bri
Externí odkaz:
http://arxiv.org/abs/2103.13976
As a compact representation of joint probability distributions over a dependence graph of random variables, and a tool for modelling and reasoning in the presence of uncertainty, Bayesian networks are of great importance for artificial intelligence t
Externí odkaz:
http://arxiv.org/abs/2010.02088
Photosynthesis is an important and complex physical process in nature, whose comprehensive understanding would have many relevant industrial applications, for instance in the field of energy production. In this paper we propose a quantum algorithm fo
Externí odkaz:
http://arxiv.org/abs/2009.01283
Kleene algebra with tests (KAT) was introduced as an algebraic structure to model and reason about classic imperative programs, i.e. sequences of discrete transitions guarded by Boolean tests. This paper introduces two generalisations of this structu
Externí odkaz:
http://arxiv.org/abs/1911.01146
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