Overall model structure
To address the difficulties (1), (2), and (3) in the previous section, we propose an extremely short Chinese news headline classification method based on the ERNIE-AAFF-SECNN network model structure. The model mainly…
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The first billion years according to JWST
Rigby, J. et al. The science performance of JWST as characterized in commissioning. Publ. Astron. Soc. Pac. 135, 048001 (2023).
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Planck Collaborationet al. Planck 2018 results. VI….
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Accelerated wound healing through tannin-rich Jaft extract, concentration-dependent efficacy and mechanistic insights from Quercus brantii ointment formulations
Reactive oxygen species (ROS) play a dual role in wound healing, where both excessive production and inadequate detoxification can lead to oxidative stress, exacerbating inflammation and delaying tissue repair12. This underscores the importance…
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DegradAI: A scalable framework for early battery health diagnosis from limited data
To address the challenge of predicting LIB capacity degradation across diverse chemistries and conditions using limited data, we developed the DegradAI framework. As illustrated in Fig. 1, DegradAI employs a MoE60 approach to model complex,…
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Research on GNNs with stable learning
Datasets
The data sets we employ are from the TUDataset47 and OGB datasets5. Table 1 presents the data of TUDataset, and Table 2 presents the data of OGB datasets. TUDataset, a widely used dataset library for graph machine learning that contains…
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Interaction of magnetic fields with spinons in a fractionalized state
The trimer lattice adopts a rhombohedral structure with the R-3 space group (No. 148), in which a Nb-O monomer separates trimer layers along the c axis (Fig. 1a)1,12. Also see Supplementary Information. Depending on Nb concentration, the system…
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Deep learning approach for automated hMPV classification
The hMPV-Net framework is designed to automate the detection of hMPV using DL, specifically a CNN. The framework follows a structured pipeline comprising data preprocessing, feature extraction, model training, and performance evaluation, ensuring…
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Effortless 3D radio maps generation for fingerprinting-based indoor positioning system
In this section, the user position is estimated using different variations, i.e., 8 APs, 4 ground floor APs, 4 first floor APs, and 2 ground floor and 2 first floor APs. The position is estimated at 14 different points in the experimental…
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Research and application of an evaluation mechanism for enterprise information systems
In this section, we will conduct an in-depth analysis of the key technology model and innovatively propose an information system evaluation mechanism based on the improved normal cloud model. This mechanism organically integrates cutting-edge…
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