Challenges


Observation


Methodology

Similarity-Aware Activation Reuse

Adaptive Similarity Threshold Control

Dimensionality Reduction

U-shape Architecture Extension


Experiments

Limitation

Always upload client-side model for aggregation, regardless of the extent that activation changes.