MergeSurv: Merging-Based Continual Learning for Survival Analysis on Whole-Slide Images

Name: MergeSurv: Merging-Based Continual Learning for Survival Analysis on Whole-Slide Images
Uploaded: 2026-10-20T18:35:28.684289+00:00
Duration: 968 s
Description: MergeSurv is a continual learning framework for survival analysis using Whole Slide Images (WSIs). It fine-tunes models for sequential cancer tasks and merges their parameters to prevent catastrophic forgetting. This allows the model to learn from many datasets while maintaining high performance, leading to better risk prediction.

MergeSurv is a continual learning framework for survival analysis using Whole Slide Images (WSIs). It fine-tunes models for sequential cancer tasks and merges their parameters to prevent catastrophic forgetting. This allows the model to learn from many datasets while maintaining high performance, leading to better risk prediction.

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