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    Big Five Personality Trait Prediction Based on User Comments by Kit-May Shum, Michal Ptaszynski, Fumito Masui

    Published 2025-05-01
    “…The findings reveal that the single-model approach achieves a lower RMSE and higher <inline-formula><math xmlns="http://www.w3.org/1998/Math/MathML" display="inline"><semantics><msup><mi>R</mi><mn>2</mn></msup></semantics></math></inline-formula> values, highlighting the importance of incorporating trait intercorrelations in improving the prediction accuracy. …”
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    Pre-Routing Slack Prediction Based on Graph Attention Network by Jinke Li, Jiahui Hu, Yue Wu, Xiaoyan Yang

    Published 2025-05-01
    “…To address this issue, this paper proposes a timing engine based on Graph Attention Network (GAT) to predict the slack of timing endpoints. Firstly, our model computes net embeddings for each node prior to training using a gated self-attention module. …”
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