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@MvsCerezo et al show permutation-symmetry-respecting #QuantumNeuralNetworks (QNNs) avoid barren plateaus, swiftly over-parametrize, and excel in generalization from minimal data. Equivariant QNNs showcase unique properties not found in many models.#npjQI buff.ly/47YJeaH
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With quantum neural networks, ML developers can now take advantage of the unique properties of quantum computing, such as superposition and entanglement, to process and analyze data. @Google #QuantumNeuralNetworks #QuantumComputing #DataProcessing #Google #Innovation
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#QuantumNeuralNetworks are now closer thanks to our Photonic Memristor, realized in collaboration with @QUANTUMunivie. Give a look at the paper (link nature.com/articles/s41566-0…), just published on @NaturePhotonics, chosen for the cover of the April issue! 😋#Capable_ERC
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QC Ware and @Roche just released a paper on using #QuantumNeuralNetworks to classify biomedical images. arxiv.org/abs/2109.01831
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Our recent manuscript "Quantum Memristors in Frequency-Entangled Optical Fields" is published in Materials. We employ the new technology based on frequency beamsplitters developed at @ORNL to construct optical #QuantumMemristors for #QuantumNeuralNetworks mdpi.com/1996-1944/13/4/864
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Off to beautiful Helsinki for a week of intensive collaborative brainstorming with @PaavoPylkkanen #quantuminformation #quantumcomputing #quantumneuralnetworks #quantummind #consciousness
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