update-compression

Tag

Cards List
#update-compression

Entropy-Guided Tensor Compression for Multimodal Federated Learning on Edge Devices

arXiv cs.LG · 2026-07-09 Cached

The paper introduces MESH-FL, an entropy-guided matrix product state compression framework for multimodal federated learning on edge devices. It adaptively allocates compression ranks per layer and modality, achieving up to 56.8× compression and 2.01% final accuracy improvement over uncompressed FedAvg on a heterogeneous Raspberry Pi cluster.

0 favorites 0 likes
← Back to home

Submit Feedback