2 papers
cs.LG2026
Lightweight User-Personalization Method for Closed Split Computing
Yuya Okada, Takayuki Nishio
Split Computing enables collaborative inference between edge devices and the cloud by partitioning a deep neural network into an edge-side head and a server-side tail, reducing lat…
cs.LG2025
SALT: A Lightweight Model Adaptation Method for Closed Split Computing Environments
Yuya Okada, Takayuki Nishio
We propose SALT (Split-Adaptive Lightweight Tuning), a lightweight model adaptation framework for Split Computing under closed constraints, where the head and tail networks are pro…