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To make the dynamic amount of features easier to work with, you can model it as a sequence modeling problem, where for the new task your sequence length increases. (where each "timestep" is a single feature) Continual learning literature might still be the right place to look, as they try to solve the same problem of catastrophic forgetting that ...

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