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20232026
most citedFaithful and Accurate Self-Attention Attribution for Message Passing Neural Networks via the Computation Tree Viewpoint

2 citations · 2 across the 9 of their papers we have counts for

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cs.IR2024

Turbo-CF: Matrix Decomposition-Free Graph Filtering for Fast Recommendation

Jin-Duk Park, Yong-Min Shin, Won-Yong Shin

A series of graph filtering (GF)-based collaborative filtering (CF) showcases state-of-the-art performance on the recommendation accuracy by using a low-pass filter (LPF) without a…

cs.IR2024

Collaborative Filtering Based on Diffusion Models: Unveiling the Potential of High-Order Connectivity

Yu Hou, Jin-Duk Park, Won-Yong Shin

A recent study has shown that diffusion models are well-suited for modeling the generative process of user-item interactions in recommender systems due to their denoising nature. H…