Review for NeurIPS paper: What Neural Networks Memorize and Why: Discovering the Long Tail via Influence Estimation
–Neural Information Processing Systems
Weaknesses: I would like to see some clarification on the long tail theory. If the value of mem(A,S,i_1,...,i_k) is high, perhaps we can still call this phenomenon "memorization." If so, then memorization phenomenon is not just limited to long tails. Then, it seems to me the claim in [12] that memorization is needed due to long tail may not be showing a bigger picture. The paper mentions that very high influence scores are due to near duplicates in the training and test examples.
Neural Information Processing Systems
Jan-22-2025, 09:20:11 GMT
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