Author

Zhi-Liang Huang

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Open access 2026

Two-Stage Graph Contrastive Distillation Recommendation Model

Recommendation systems frequently experience substantial performance degradation during distribution shifts. Existing single-stage methods cannot balance the training robustness and test adaptability. We propose a two-stage graph contrastive distillation (TS-GCD) recommendation model, and establish a collaborative opti...

Zi-Li Yu, Zhi-Liang Huang, Jia-Ming Hu · IEEE Access · 0 citations

Preprint Aug 2026

DREAM Technical Report

This work presents DREAM (Developing Recommender Engine with Agentic Methods), an autonomous optimization control architecture that adds a perception-aware, orchestrable, and auditable policy layer atop existing pipelines without replacing them, supporting agentic meta-control as a viable paradigm for industrial recomm...

Bin Zhang, Bo-Wen Zheng, Chao Yi et al. · 0 citations