AINeutralarXiv – CS AI · Jun 256/10
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TL++: Accuracy and Privacy Preserving Traversal Learning for Distributed Intelligent Systems
TL++ is a new distributed machine learning framework that enables training across isolated data sources while maintaining privacy and reducing communication overhead. The system uses secret-sharing techniques to protect sensitive activations while achieving superior accuracy compared to federated and split-learning baselines, demonstrating 13x communication reduction on CIFAR-10.