In an over-parameterized linear regression setting, replaying old samples can provably increase forgetting, both in worst-case scenarios and on average, contradicting the assumption that replay is always benign.
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Replay Can Provably Increase Forgetting
In an over-parameterized linear regression setting, replaying old samples can provably increase forgetting, both in worst-case scenarios and on average, contradicting the assumption that replay is always benign.