Clinical time series are ubiquitous in healthcare for accurate disease risk prediction. The recent Transformer models have demonstrated superior performance in time series learning. However, these methods fo...
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Providing machine unlearning services to users in the cloud, known as Machine Unlearning as a Service (MUaaS), has become a prominent privacy protection strategy. However, existing methods primarily focus on the effec...
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Traffic prediction is a fundamental research problem in traffic planning and management, with wide-ranging applications. The task is challenging due to: (1) Most methods in traffic prediction emphasize short-term fore...
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Object detection models, widely used in security-critical applications, are vulnerable to backdoor attacks that cause targeted misclassifications when triggered by specific patterns. Existing backdoor defense techniqu...
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The quadratic complexity of the attention mechanism represents one of the biggest hurdles for processing long sequences using Transformers. Current methods, relying on sparse representations or stateful recurrence, sa...
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Task assignment is a crucial aspect of mobile crowdsourcing research. The focus is on allocating appropriate perceptual tasks based on task and worker characteristics to optimize perceptual quality. Tasks arrive dynam...
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In this paper, we introduce a novel normative modeling approach that incorporates focal loss and adversarial autoencoders (FAAE) for Alzheimer’s Disease (AD) diagnosis and biomarker identification. Our method is an e...
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Accurate hippocampus segmentation in brain MRI is critical for studying cognitive and memory functions and diagnosing neurodevelopmental disorders. While high-field MRIs provide detailed imaging, low-field MRIs are mo...
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Precise lineage or evolution path determination play a crucial role in discerning the dynamic developmental or temporal progression patterns observed in single cell RNA-Seq data. In this work, we present a novel compu...
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We propose a novel single-view human body 3D reconstruction framework guided by the semantic field. We argue that the full visibility of 2D human shape and the alignment between geometric and semantic features are vit...
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