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An iterative version of Introspective Active Sampling.

Open copybara-service[bot] opened this issue 2 years ago • 1 comments

An iterative version of Introspective Active Sampling.

  • Implements function that calculates bias values for examples and generates a lookup table from example_id to bias value/label. Label is determined using value from threshold flag.
  • Implements iterative loop for active sampling. For each round of active sampling, train models on different combinations of data splits, calculate bias values, and train a model jointly on the main task and bias classification.

copybara-service[bot] avatar Aug 04 '22 18:08 copybara-service[bot]

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google-cla[bot] avatar Aug 04 '22 18:08 google-cla[bot]