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Updates

WOODS is very much still under development. We are always looking for feedback and contributions. In the near future, we will be working towards adding more datasets from real world problem, including sequential and temporal data from new modalities.


Initial Release! (Version 0.1)

Everything is ready for WOODS to be released to the public! It includes the following datasets:

  • Spurious_Fourier

  • Temporal Colored MNIST Sequences

  • Temporal Colored MNIST Steps

  • CAP

  • SEDFx

  • PCL

  • LSA64

  • HHAR

With the following OOD generalization objectives:

  • ERM

  • IRM

  • VREx

  • Spectral Decoupling (SD)

  • ANDMask

  • Fish

Stay tuned for more updates! More datasets and OOD generalization objectives will be added soon!