Eidetic Learning freezes each task's important neurons and prunes connections from recycled neurons, making catastrophic forgetting impossible for the retained subnetwork.
Imagenette: A smaller subset of 10 easily classified classes from imagenet, March 2019
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Eidetic Learning: an Efficient and Provable Solution to Catastrophic Forgetting
Eidetic Learning freezes each task's important neurons and prunes connections from recycled neurons, making catastrophic forgetting impossible for the retained subnetwork.