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    Bidirectional convolutional recurrent neural network architecture with group-wise enhancement mechanism for text sentiment classification by Aytuğ Onan

    Published 2022-05-01
    “…Sentiment analysis has been a well-studied research direction in computational linguistics. Deep neural network models, including convolutional neural networks (CNN) and recurrent neural networks (RNN), yield promising results on text classification tasks. …”
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    Dynamic subgraph pruning and causal-aware knowledge distillation for temporal knowledge graphs by Qian Liu, Siling Feng, Mengxing Huang

    Published 2025-07-01
    “…Using a time-decay Hawkes process, DynTKG filters historical events to reconstruct critical temporal subgraphs, effectively reducing redundant computations while maintaining essential dependencies. …”
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    Multimodal image fusion for ich detection and classification using parallel Dl models by Sri Sangepu Nagaraju, S. Prince Mary, V. Pavani Chandra, Nandam Gayatri

    Published 2025-12-01
    “…The architecture starts with pre-processing to standardize and enhance multimodal data, and simultaneous DL models are included to analyze fused input for a comprehensive understanding of ICH patterns. …”
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    Handling data sparsity via item metadata embedding into deep collaborative recommender system by Gopal Behera, Neeta Nain

    Published 2022-11-01
    “…Deep learning is an advanced learning technique that has shown success in many applications such as image classification, computer vision, natural language processing, etc. …”
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