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- W4387390198 abstract "Effective OOD detection is crucial for reliable machine learning models, yet most current methods are limited in practical use due to requirements like access to training data or intervention in training. We present a novel method for detecting OOD data in deep neural networks based on transformation smoothness between intermediate layers of a network (BLOOD), which is applicable to pre-trained models without access to training data. BLOOD utilizes the tendency of between-layer representation transformations of in-distribution (ID) data to be smoother than the corresponding transformations of OOD data, a property that we also demonstrate empirically for Transformer networks. We evaluate BLOOD on several text classification tasks with Transformer networks and demonstrate that it outperforms methods with comparable resource requirements. Our analysis also suggests that when learning simpler tasks, OOD data transformations maintain their original sharpness, whereas sharpness increases with more complex tasks." @default.
- W4387390198 created "2023-10-06" @default.
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- W4387390198 date "2023-10-04" @default.
- W4387390198 modified "2023-10-17" @default.
- W4387390198 title "Out-of-Distribution Detection by Leveraging Between-Layer Transformation Smoothness" @default.
- W4387390198 doi "https://doi.org/10.48550/arxiv.2310.02832" @default.
- W4387390198 hasPublicationYear "2023" @default.
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