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LatentKroneckerGP for Learning Curve Prediction

Summary: The `LatentKroneckerGP` model for joint learning curve and hyper-parameter modeling in AutoML. See [Lin et al. 2024](https://arxiv.org/abs/2410.09239). Differential Revision: D66158880

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botorch
- models
  - latent_kronecker_gp.py
- posteriors
  - latent_kronecker.py
test/models
- test_latent_kronecker_gp.py

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