Not All Memories are Created Equal:
Learning to Forget by Expiring
Sainbayar Sukhbaatar 1 Da Ju 1 Spencer Poff 1 Stephen Roller 1 Arthur Szlam 1 Jason Weston 1 Angela Fan 1 2
Abstract Sukhbaatar et al., 2019a). However, a critical component
Attention mechanisms have shown promising re- of human memory is not just the ability to remember, but
sults in sequence modeling tasks that require long- also forgetting irrelevant information ...


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