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  • New
  • Research Article
  • 10.1016/j.knosys.2026.115895
DPBGFL: Debiased prototype bidirectional guided federated learning for human activity recognition
  • Jun 1, 2026
  • Knowledge-Based Systems
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KFPT: Reliability and uncertainty filtered self-distillation for language model training
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  • Knowledge-Based Systems
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  • New
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Diffusion-enhanced graph contrastive learning with hierarchical negative sampling for link prediction
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  • Knowledge-Based Systems
  • Tingting Dong + 2 more

  • New
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Large-kernel spatially parallel feature fusion for monocular 3D perception in autonomous driving
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  • Knowledge-Based Systems
  • Ruanzhi Jiao + 3 more

  • New
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Enhancing text representation with frequency-domain features for robust fake news detection
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  • Knowledge-Based Systems
  • Zetao Fei + 5 more

  • New
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FedTDC: Federated teacher-guided distillation with representation and aggregation calibration
  • Jun 1, 2026
  • Knowledge-Based Systems
  • Ping Zhang + 7 more

  • New
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Structured exploration and exploitation of label functions for automated data annotation
  • Jun 1, 2026
  • Knowledge-Based Systems
  • Phong Lam + 4 more

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A Bayesian-Like inference framework based on causal rules for causal emotion entailment
  • Jun 1, 2026
  • Knowledge-Based Systems
  • Zhaogan Zeng + 4 more

  • New
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MoL: Mixture of Layers in Cross-Tokenizer embedding model distillation
  • Jun 1, 2026
  • Knowledge-Based Systems
  • Hai An Vu + 3 more

  • New
  • Research Article
  • 10.1016/j.knosys.2026.115834
Region-aware focused masked contrast for self-supervised representation learning
  • Jun 1, 2026
  • Knowledge-Based Systems
  • Xianzhong Long + 3 more