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Ruo-Chen Liu

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#artificial intelligence Book Open access Sep 2024

Unleash LLMs Potential for Sequential Recommendation by Coordinating Dual Dynamic Index Mechanism

This paper proposes the End-to-End Dual Dynamic (ED2) recommender, the first LLM-based sequential RS which adopts dual dynamic index mechanism, targeting resolving the above limitations simultaneously.

Jun Yin, Zhengxin Zeng, Mingzheng Li et al. · 27 citations
#artificial intelligence Preprint Aug 2026

NICE: Scale-Stable Perturbations for Graph Neural Network Explanations via Noise Corruption

Noise Corruption is introduced, a Noise Corruption-based explanation framework, which perturbs each message through matched-norm random-direction corruption while preserving the expected squared message norm, and NICE, a Noise Corruption-based explanation framework, which learns a Stochastic Restoration Boundary under...

Ziluowen Luo, Jun Yin, Ruo-Chen Liu et al. · 0 citations

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