Incremental Learning

Also called lifelong learning, or continual learning.

This repository will store all my implementations of Incremental Learning's papers.

Structures

Every model must inherit inclearn.models.base.IncrementalLearner.

Papers implemented:

✅ --> Paper implemented & reached expected (or more) results.
🚧 --> Runnable but not yet reached expected results.
❌ --> Not yet implemented or barely working.

✅ iCaRL
🚧 Learning without Forgetting (LwF)
✅ End-to-End Incremental Learning (E2E)
❌ Overcoming catastrophic forgetting (EWC)

TODO

• Add subparser per paper