Author

Shuigeng Zhou

2 papers indexed here

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Preprint Aug 2026

Adaptive Item-based Collaborative Structures via Noise Rescheduling in Diffusion for Generative Recommendation

Discrete Diffusion Models (DDMs) have recently been introduced to recommendation systems, modeling user history as a token generation process via iterative denoising. However, while effective at capturing user-level sequential patterns, these methods often fail to explicitly integrate item-based collaborative filtering...

Jiaqi Wang, Tianying Liu, Heng Chang et al. · 0 citations

Book Open access Aug 2026

Effective and Robust Single-cell Cross-omics Annotation via Vector-Quantized Autoencoders

Results indicate that discrete, anchor-constrained latent modeling provides a powerful and biologically coherent solution for unpaired single-cell multi-omics integration, and scCoA-VQA can accurately capture the meaningful regulatory structure.

Han Peng, Wu-Chao Liu, Yifang Cai et al. · Proceedings of the 32nd ACM... · 0 citations