Jincheng Lu

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, …