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🏢 Huazhong Agricultural University

How Does Black-Box Impact the Learning Guarantee of Stochastic Compositional Optimization?
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AI Theory Optimization 🏢 Huazhong Agricultural University
This study reveals how black-box settings affect the learning guarantee of stochastic compositional optimization, offering sharper generalization bounds and novel learning guarantees for derivative-fr…
DropEdge not Foolproof: Effective Augmentation Method for Signed Graph Neural Networks
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AI Theory Representation Learning 🏢 Huazhong Agricultural University
SGA: A novel framework boosts Signed Graph Neural Network performance by addressing graph sparsity and unbalanced triangles, achieving up to 26.2% F1-micro improvement.