mislabeled sample
Information about AI from the News, Publications, and Conferences
Automatic Classification – Tagging and Summarization – Customizable Filtering and Analysis
If you are looking for an answer to the question What is Artificial Intelligence? and you only have a minute, then here's the definition the Association for the Advancement of Artificial Intelligence offers on its home page: "the scientific understanding of the mechanisms underlying thought and intelligent behavior and their embodiment in machines."
However, if you are fortunate enough to have more than a minute, then please get ready to embark upon an exciting journey exploring AI (but beware, it could last a lifetime) …
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NoiseAttentionLearning: EnhancingNoise RobustnessbyGradientScaling
Neural Information Processing Systems
Tohandle this problem, acommon idea is to force the model to fit only clean samples rather than mislabeled ones.
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GEX: A flexible method for approximating influence via Geometric Ensemble
Neural Information Processing Systems
Through a deeper understanding of predictions of neural networks, Influence Function (IF) has been applied to various tasks such as detecting and relabeling mislabeled samples, dataset pruning, and separation of data sources in practice.
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