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Alexander Schlögl

2 accepted papers

2023

Causes and Effects of Unanticipated Numerical Deviations in Neural Network Inference Frameworks

NeurIPS 2023poster

Hardware-specific optimizations in machine learning (ML) frameworks can cause numerical deviations of inference results. Quite surprisingly, despite using a fixed trained model and fixed input data, inference results are not consistent across platforms, and sometimes not even deterministic on the sa…