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Repeated features? about concrete-autoencoders HOT 3 OPEN

mfbalin avatar mfbalin commented on May 27, 2024 2
Repeated features?

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a8-mlevy avatar a8-mlevy commented on May 27, 2024

I am noticing the same thing

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Alexanderbertrand avatar Alexanderbertrand commented on May 27, 2024

We had a similar problem when using this method for selection of EEG channels. We were able to reduce the number of duplicate selections by adding a regularization term to the loss, which penalizes such duplicates.
Paper here: https://homes.esat.kuleuven.be/~abertran/reports/TS_JNE_2021.pdf
Github: https://github.com/AlexanderBertrandLab/Gumbel-Channel-Selection

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mfbalin avatar mfbalin commented on May 27, 2024

In my experience, replicated features are caused by not having enough number of epochs to converge. When I was running experiments for the ICML paper, when I set the hyperparameters right, I never observed replicated features selected.

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