On the Fragility of Data Attribution When Learning Is Distributed

Xian Gao, Bo Hui, Min-Te Sun +1

Data attribution has become an important component of pricing, auditing, and governance in machine learning pipelines, yet most attribution methods implicitly assume that attributi…