Chaoyue Niu

Toward Understanding the Influence of Individual Clients in Federated Learning

2021 · Proceedings of the AAAI Conference on Artificial Intelligence

Federated learning allows mobile clients to jointly train a global model without sending their private data to a central server. Extensive works have studied the performance guarantee of the global model, however, it is still …

Collaborative Learning of On-Device Small Model and Cloud-Based Large Model: Advances and Future Directions

2025 · arXiv (Cornell University)

The conventional cloud-based large model learning framework is increasingly constrained by latency, cost, personalization, and privacy concerns. In this survey, we explore an emerging paradigm: collaborative learning between on-device small model and cloud-based large model, …