IEEE/ICACT20240372 Slide.15        [Big Slide]       Oral Presentation
Challenges associated with MIL. Model interpretability Bag-level feature representation To overcome the limitations and improve the performance of MIL-based cancer diagnostic models, several strategies can be employed: Instance selection or weighting: Selecting informative instances within bags or assigning instance weights can enhance the discrimination between positive and negative bags Ensembling and boosting: Ensembling multiple MIL models or applying boosting techniques can enhance the overall performance and robustness of the models

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