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wangshi.ww

2 accepted papers

2025

Efficient Knowledge Transfer in Federated Recommendation for Joint Venture Ecosystem

NeurIPS 2025spotlight

The current Federated Recommendation System (FedRS) focuses on personalized recommendation services and assumes clients are personalized IoT devices (e.g., Mobile phones). In this paper, we deeply dive into new but practical FedRS applications within the joint venture ecosystem. Subsidiaries engage…

Cited by 0SourceScholar
2025

Enhancing Privacy in Multimodal Federated Learning with Information Theory

NeurIPS 2025poster

Multimodal federated learning (MMFL) has gained increasing popularity due to its ability to leverage the correlation between various modalities, meanwhile preserving data privacy for different clients. However, recent studies show that correlation between modalities increase the vulnerability of fed…

Cited by 0SourceScholar