arxivcs.GRcs.AIcs.CVcs.DCcs.LG2026-06-30
Benchmarking Federated Learning and Knowledge Distillation for Point Cloud Classification
Deploying 3D point cloud analysis in privacy-sensitive, resource-constrained settings faces two barriers: data cannot be centralized, and models must run on limited edge hardware. We present a multi-seed benchmark jointly evaluating federated learning (FL) and knowledge distillat…