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Hybrid Deep Learning Approaches for Improved Genomic Prediction in Crop Breeding
Published 2025-05-01Get full text
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Predicting species distributions in the open ocean with convolutional neural networks
Published 2024-09-01Get full text
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AdaptedNorm: An Adaptive Modeling Strategy for Graph Convolutional Network-Based Deep Learning Tasks
Published 2025-01-01“…This study proposes AdaptedNorm, a principled framework that establishes connections between normalization schemes and GCN task objectives, while introducing three key contributions: 1) A novel random walk re-normalized transformation (RWRT) technique for graph representation normalization; 2) A task-aligned modeling paradigm demonstrating that symmetric re-normalized transformation (SRT) enhances node classification accuracy, while RWRT achieves superior performance in link prediction; 3) Integration of normalization schemes with GNN sparsification strategies, enabling effective model compression without sacrificing performance. …”
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Modeling radiologists’ cognitive processes using a digital gaze twin to enhance radiology training
Published 2025-04-01Get full text
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