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Nik F. Farid

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Review Open access Jul 2026

CausalShift: A Modular, Plugin-Based Framework for Dataset Shift Handling in Machine Learning

CausalShift is proposed, a modular, plugin-based framework for end-to-end dataset shift handling that reduces the in-distribution to out-of-distribution accuracy gap, while remaining competitive on real-world image shift and achieving performance parity with ERM on mild-shift tasks.

Shuang Song, Muhammad Syafiq Mohd Pozi, Nik F. Farid · 0 citations