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  • Quantum-data-driven dynamical transition in quantum learning

    Quantum-data-driven dynamical transition in quantum learning

    Overview of results

    Given a QNN \(\hat{U}({\boldsymbol{\theta }})\) with L variational parameters θ = (θ1, …, θL), we consider a supervised learning task involving N quantum data \({\{\vert {\psi }_{\alpha }\rangle \}}_{\alpha = 1}^{N}\),…

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  • Transductive zero-shot learning via knowledge graph and graph convolutional networks

    Transductive zero-shot learning via knowledge graph and graph convolutional networks

    In this paper, we propose an efficient method for zero-shot learning, based on distilling information of categories from semantic embeddings and knowledge graph representations, enhanced with a transductive strategy based on a Double Filter…

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  • Distinguishing the flow of airborne microorganisms along with environmental conditions and their influence on historic heritage buildings

    Distinguishing the flow of airborne microorganisms along with environmental conditions and their influence on historic heritage buildings

    Identification of deteriorations in the artworks under study

    Photographs in the visible (VIS) and ultraviolet (UV) spectrum were generated for each of the paintings studied. Examples of these pictures are presented in Figs. 2B, 5, and 6. Based on…

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  • Contrastive representation learning with transformers for robust auditory EEG decoding

    Contrastive representation learning with transformers for robust auditory EEG decoding

    Preprocessing

    EEG

    All steps were conducted in Python 3.7, and the code for preprocessing is available on our GitHub repository (https://github.com/exporl/auditory-eeg-dataset). First, EEG data was downsampled from 8192 Hz to 1024 Hz and high-pass…

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  • Targeting Msx2 as a brake in the fusion fate of osteoclasts and an anabolic therapy in pre-clinical models of osteoporosis

    Targeting Msx2 as a brake in the fusion fate of osteoclasts and an anabolic therapy in pre-clinical models of osteoporosis

    Mice

    The LysM-Cre (#004781) mice and Msx2f/f mice (#025441) were from Jackson Laboratory (USA). Mice carrying Fbxw7 conditional null alleles (Fbxw7f/f, NM-CKO-200327) were from Shanghai Model Organisms (Shanghai, China). Msx2f/f mice were crossed…

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  • A life of adventures into the foundations of chemistry

    A life of adventures into the foundations of chemistry

    A life of adventures into the foundations of chemistry

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  • One-third of Sun-like stars are born with misaligned planet-forming disks

    One-third of Sun-like stars are born with misaligned planet-forming disks

    Protoplanetary disk inclinations

    We assemble a catalogue of resolved protoplanetary disks by first referencing the list of resolved disks in the Catalog of Circumstellar Disks (https://www.circumstellardisks.org/), which identifies 227 disks…

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  • Identification of flood vulnerability areas using analytical hierarchy process techniques in the Wuseta watershed, Upper Blue Nile Basin, Ethiopia

    Identification of flood vulnerability areas using analytical hierarchy process techniques in the Wuseta watershed, Upper Blue Nile Basin, Ethiopia

    Flood vulnerability factors

    Slope

    Slope plays a vital role in flood vulnerability mapping29,30 as it directly affects surface runoff, precipitation dynamics, and the speed at which water flows over the land surface31,32. Areas with low slopes,…

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  • Author Correction: Persistent transcriptional programmes are associated with remote memory

    Author Correction: Persistent transcriptional programmes are associated with remote memory

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