FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W3023308974> ?p ?o ?g. }

• W3023308974 endingPage "420" @default.
• W3023308974 startingPage "414" @default.
• W3023308974 abstract "The Boltzmann Machine (BM) is a neural network composed of stochastically firing neurons that can learn complex probability distributions by adapting the synaptic interactions between the neurons. BMs represent a very generic class of stochastic neural networks that can be used for data clustering, generative modelling and deep learning. A key drawback of software-based stochastic neural networks is the required Monte Carlo sampling, which scales intractably with the number of neurons. Here, we realize a physical implementation of a BM directly in the stochastic spin dynamics of a gated ensemble of coupled cobalt atoms on the surface of semiconducting black phosphorus. Implementing the concept of orbital memory utilizing scanning tunnelling microscopy, we demonstrate the bottom-up construction of atomic ensembles whose stochastic current noise is defined by a reconfigurable multi-well energy landscape. Exploiting the anisotropic behaviour of black phosphorus, we build ensembles of atoms with two well-separated intrinsic time scales that represent neurons and synapses. By characterizing the conditional steady-state distribution of the neurons for given synaptic configurations, we illustrate that an ensemble can represent many distinct probability distributions. By probing the intrinsic synaptic dynamics, we reveal an autonomous reorganization of the synapses in response to external electrical stimuli. This self-adaptive architecture paves the way for on-chip learning directly in atomic-scale machine learning hardware." @default.
• W3023308974 created "2020-05-13" @default.
• W3023308974 creator A5002835791 @default.
• W3023308974 creator A5008550693 @default.
• W3023308974 creator A5016472040 @default.
• W3023308974 creator A5050819882 @default.
• W3023308974 date "2021-02-01" @default.
• W3023308974 modified "2023-10-02" @default.
• W3023308974 title "An atomic Boltzmann machine capable of self-adaption" @default.
• W3023308974 cites W1542981317 @default.
• W3023308974 cites W1967084746 @default.
• W3023308974 cites W1975684011 @default.
• W3023308974 cites W1990057498 @default.
• W3023308974 cites W1990359011 @default.
• W3023308974 cites W1998415999 @default.
• W3023308974 cites W2000806340 @default.
• W3023308974 cites W2011392390 @default.
• W3023308974 cites W2022820481 @default.
• W3023308974 cites W2023625832 @default.
• W3023308974 cites W2031047087 @default.
• W3023308974 cites W2036759514 @default.
• W3023308974 cites W2100489234 @default.
• W3023308974 cites W2112181056 @default.
• W3023308974 cites W2116645428 @default.
• W3023308974 cites W2117227640 @default.
• W3023308974 cites W2222505152 @default.
• W3023308974 cites W2338686075 @default.
• W3023308974 cites W2508890046 @default.
• W3023308974 cites W2538025098 @default.
• W3023308974 cites W2579928628 @default.
• W3023308974 cites W2584998015 @default.
• W3023308974 cites W2593957789 @default.
• W3023308974 cites W2792208628 @default.
• W3023308974 cites W2796301411 @default.
• W3023308974 cites W2944119451 @default.
• W3023308974 cites W2948863293 @default.
• W3023308974 cites W2973749712 @default.
• W3023308974 cites W2999145262 @default.
• W3023308974 cites W3006212182 @default.
• W3023308974 cites W3011337279 @default.
• W3023308974 cites W3101116002 @default.
• W3023308974 cites W3103387155 @default.
• W3023308974 cites W4214871172 @default.
• W3023308974 doi "https://doi.org/10.1038/s41565-020-00838-4" @default.
• W3023308974 hasPublicationYear "2021" @default.
• W3023308974 type Work @default.
• W3023308974 sameAs 3023308974 @default.
• W3023308974 citedByCount "17" @default.
• W3023308974 countsByYear W30233089742021 @default.
• W3023308974 countsByYear W30233089742022 @default.
• W3023308974 countsByYear W30233089742023 @default.
• W3023308974 crossrefType "journal-article" @default.
• W3023308974 hasAuthorship W3023308974A5002835791 @default.
• W3023308974 hasAuthorship W3023308974A5008550693 @default.
• W3023308974 hasAuthorship W3023308974A5016472040 @default.
• W3023308974 hasAuthorship W3023308974A5050819882 @default.
• W3023308974 hasBestOaLocation W30233089742 @default.
• W3023308974 hasConcept C105795698 @default.
• W3023308974 hasConcept C121332964 @default.
• W3023308974 hasConcept C121864883 @default.
• W3023308974 hasConcept C147168706 @default.
• W3023308974 hasConcept C149441793 @default.
• W3023308974 hasConcept C154945302 @default.
• W3023308974 hasConcept C186060115 @default.
• W3023308974 hasConcept C192576344 @default.
• W3023308974 hasConcept C33923547 @default.
• W3023308974 hasConcept C41008148 @default.
• W3023308974 hasConcept C50644808 @default.
• W3023308974 hasConcept C86582703 @default.
• W3023308974 hasConcept C86803240 @default.
• W3023308974 hasConceptScore W3023308974C105795698 @default.
• W3023308974 hasConceptScore W3023308974C121332964 @default.
• W3023308974 hasConceptScore W3023308974C121864883 @default.
• W3023308974 hasConceptScore W3023308974C147168706 @default.
• W3023308974 hasConceptScore W3023308974C149441793 @default.
• W3023308974 hasConceptScore W3023308974C154945302 @default.
• W3023308974 hasConceptScore W3023308974C186060115 @default.
• W3023308974 hasConceptScore W3023308974C192576344 @default.
• W3023308974 hasConceptScore W3023308974C33923547 @default.
• W3023308974 hasConceptScore W3023308974C41008148 @default.
• W3023308974 hasConceptScore W3023308974C50644808 @default.
• W3023308974 hasConceptScore W3023308974C86582703 @default.
• W3023308974 hasConceptScore W3023308974C86803240 @default.
• W3023308974 hasIssue "4" @default.
• W3023308974 hasLocation W30233089741 @default.
• W3023308974 hasLocation W30233089742 @default.
• W3023308974 hasOpenAccess W3023308974 @default.
• W3023308974 hasPrimaryLocation W30233089741 @default.
• W3023308974 hasRelatedWork W1988199421 @default.
• W3023308974 hasRelatedWork W2072187323 @default.
• W3023308974 hasRelatedWork W2386387936 @default.
• W3023308974 hasRelatedWork W2461687944 @default.
• W3023308974 hasRelatedWork W2900842060 @default.
• W3023308974 hasRelatedWork W2950022897 @default.
• W3023308974 hasRelatedWork W2975303637 @default.
• W3023308974 hasRelatedWork W3163027056 @default.
• W3023308974 hasRelatedWork W4302011265 @default.
• W3023308974 hasRelatedWork W4376486422 @default.

• next