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    Article

    A Uniform Framework for Anomaly Detection in Deep Neural Networks

    Deep neural networks (DNN) can achieve high performance when applied to In-Distribution (ID) data which come from the same distribution as the training set. When presented with anomaly inputs not from the ID, ...

    Fangzhen Zhao, Chenyi Zhang, Naipeng Dong, Zefeng You… in Neural Processing Letters (2022)

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    Chapter and Conference Paper

    Domain-Level Pairwise Semantic Interaction for Aspect-Based Sentiment Classification

    Aspect-based sentiment classification (ABSC) is a very challenging subtask of sentiment analysis (SA) and suffers badly from the class-imbalance. Existing methods only process sentences independently, without ...

    Zhenxin Wu, Jiazheng Gong, Kecen Guo… in Advances in Knowledge Discovery and Data M… (2022)