Search Results - Guangming Sun
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A Focus on Important Samples for Out-of-Distribution Detection
Published 2025-06-01Get full textTo ensure the reliability and security of machine learning classification models when deployed in the open world, it is crucial that these models can detect out-of-distribution (OOD) data that exhibits semantic shifts from the in-distribution (ID) data used during training. This necessity has spurre...
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Link prediction algorithm based on connected coupling degree of nodes and preference degree of topology connectivity between predicted nodes
Published 2025-10-01Get full textExisting link prediction methods often describe the similarity of nodes to be predicted with common neighbors but ignore the contribution of many non-common neighbors and more than second-order non-global paths to the similarity of nodes. To solve this problem, a link prediction algorithm based on t...
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