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Author

Di Wu

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Preprint Aug 2026

Close Shortcut Wins Long: Seeking Diverse and Stable Generators for Data-Free Knowledge Distillation

Data-Free Knowledge Distillation (DFKD) preserves privacy by transferring knowledge without real data access. However, existing generator-based DFKD methods suffer from over-reliance on teacher preferences and pattern collapse, exhibiting"generative shortcut learning"in the frequency domain: dependent on specific frequ...

Kailin Lyu, Zherui Zhang, Jun-Hao Dong et al. · 0 citations
Open access Aug 2026

GAMT-GINE: A Graph Isomorphism Network Integrating Continuous Spatial Awareness and Multi-Task Learning for Protein–Ligand Binding Affinity Prediction

Comprehensive evaluations indicate that GAMT-GINE can effectively utilize continuous spatial information and heterogeneous affinity labels, achieving good predictive accuracy and cross-dataset generalization capability.

Jiarui Li, Hongquan Li, Di Wu et al. · 0 citations

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