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README.md

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## Todo
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- [ ] take care of the function that takes in the dataset and text encoder and precomputes the covariance matrix needed for the rank-1 update
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- [ ] instead of having the researcher worry about different learning rates, offer the fractional gradient trick from other paper (to learn the concept embedding)
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- [x] take care of the function that takes in the dataset and text encoder and precomputes the covariance matrix needed for the rank-1 update
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- [x] instead of having the researcher worry about different learning rates, offer the fractional gradient trick from other paper (to learn the concept embedding)
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## Citations
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