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Author

Hao Zhang

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Open access Jul 2026

Privacy-Preserving Peer-to-Peer Cross-Domain Collaborative Filtering via Intent-Adaptive Graph Reconstruction

Cross-domain collaborative filtering effectively alleviates the data sparsity issue but raises serious privacy concerns. Federated learning has been integrated into cross-domain collaborative filtering to reduce these risks by securely exchanging embeddings or model parameters. However, the current federated paradigm o...

Munan Li, Hao Zhang, Jialong Li et al. · 0 citations
#artificial intelligence Preprint Aug 2026

Learning to Allocate Incentives for Incentivized Advertising via Offline Model-Based Reinforcement Learning

An offline model-based RL framework for cost-controllable sequential incentive allocation is developed and an independent counterfactual scorer evaluates each learned policy on held-out logs, enabling pre-launch selection without costly online exposure.

Zi-Lin Zhao, Han Yang, Tian-Pei Yang et al. · 0 citations

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