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Found 13 papers, 0 papers with code
Asymmetric leader-laggard cluster synchronization for collective decision-making with laser network
Photonic accelerators have recently attracted soaring interest, harnessing the ultimate nature of light for information processing.
Conflict-free joint decision by lag and zero-lag synchronization in laser network
In this study, we explore the application of a laser network, acting as a photonic accelerator, to the competitive multi-armed bandit problem.
Asymmetric quantum decision-making
Quantum processes can realize conflict-free joint decisions among two agents using the entanglement of photons or quantum interference of orbital angular momentum (OAM).
Bandit Algorithm Driven by a Classical Random Walk and a Quantum Walk
Quantum walks (QWs) have a property that classical random walks (RWs) do not possess -- the coexistence of linear spreading and localization -- and this property is utilized to implement various kinds of applications.
Effect of temporal resolution on the reproduction of chaotic dynamics via reservoir computing
In recent years, reservoir computing has expanded to new functions such as the autonomous generation of chaotic time series, as well as time series prediction and classification.
Bandit approach to conflict-free multi-agent Q-learning in view of photonic implementation
In addition, we propose a multi-agent architecture in which agents are indirectly connected through quantum interference of light and quantum principles ensure the conflict-free property of state-action pair selections among agents.
Conflict-free joint sampling for preference satisfaction through quantum interference
Second, to derive the optimal joint selection probability matrix, all players must disclose their probabilistic preferences.
Parallel bandit architecture based on laser chaos for reinforcement learning
Q-learning is a well-known approach in reinforcement learning that can deal with many states.
Optimal preference satisfaction for conflict-free joint decisions
Here, we theoretically derive conflict-free joint decision-making that can satisfy the probabilistic preferences of all individual players.
Single-shot blind deconvolution with coded aperture
In this paper, we present a method for single-shot blind deconvolution incorporating a coded aperture (CA).
Conflict-free collective stochastic decision making by orbital angular momentum of photons through quantum interference
In recent cross-disciplinary studies involving both optics and computing, single-photon-based decision-making has been demonstrated by utilizing the wave-particle duality of light to solve multi-armed bandit problems.
Compressive dual-comb spectroscopy
Our numerical simulation shows a compression rate of more than 100 with 3% error in mole fraction estimation of mid-infrared (MIR) DCS of two molecular species in a broadband (~30 THz) and high resolution (~115 MHz) condition.
Use of Ghost Cytometry to Differentiate Cells with Similar Gross Morphologic Characteristics
Imaging flow cytometry shows significant potential for increasing our understanding of heterogeneous and complex life systems and is useful for biomedical applications.
