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Fragment of a discussion from Course talk:CPSC522/Recursive Error Division Validation
I really liked your idea; although you might already have done some steps in your project, I wanted to say your approach remind of iterative contrastive learning approach, where in each iteration the model tries to make the samples near to each other. So maybe using a simple neural network help you with your goal.