🏢 Huazhong Agricultural University
How Does Black-Box Impact the Learning Guarantee of Stochastic Compositional Optimization?
·1242 words·6 mins·
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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
·2471 words·12 mins·
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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.