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cs.LG2021★ 1 cited
Towards optimally abstaining from prediction with OOD test examples
Adam Tauman Kalai, Varun Kanade
A common challenge across all areas of machine learning is that training data is not distributed like test data, due to natural shifts, "blind spots," or adversarial examples; such…
cs.LG2021
Efficient Learning with Arbitrary Covariate Shift
Adam Kalai, Varun Kanade
We give an efficient algorithm for learning a binary function in a given class C of bounded VC dimension, with training data distributed according to P and test data according to Q…