IEEE/ICACT20260055 Slide.17        [Big Slide]       Oral Presentation
This study utilized only the PDFRep dataset for both model training and evaluation phases. Although various mechanisms against model overfitting were employed, the sample size of the dataset was maintained without attempts to augment benign samples to reduce present bias. Also, deploying and improving the proposed solution in real systems are the key next steps for this study. With the insights on predictor contributions streamlined, focus will be given to the most influential ones to maximize feature engineering and reduce computational overheads. Finally, the single outlier identified in the dependence plot may be worth further investigation.

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