Deep Learning for Data and Radio Signal Processing

With the great capability of learning high-level representational features of unstructured data automatically, deep learning is acknowledged as a powerful machine learning algorithm for radio signal processing. For example, convolutional neural networks are leveraged to develop automatic modulation classification frameworks in [1]-[3]. CNNs are also used to design intelligent frameworks that can accurately classify waveform … Read more

Wireless Artificial Intelligence | Federated Learning

Federated learning is a paradigm breakthrough shift in AI for data privacy preservation. Unlike conventional artificial intelligence (AI) techniques, federated learning does not require the users to share the data, but only the AI model parameters. As such, federated learning has found notable successes in numerous applications (e.g., Google keyboard, localization, security, and data sharing) … Read more