Multi-objective Optimization for Over-the-Air Federated Edge Learning-enabled Collaborative Integrated Sensing and Communications

This collection contains research on integrated sensing-and-communications (ISAC) and advanced wireless/multi-agent methods with several papers that have direct security and privacy relevance: (1) OTA-FEEL-enabled collaborative ISAC that jointly performs over‑the‑air federated edge learning (FEEL) and target sensing (dual‑use surveillance/privacy risk); (2) hardware and waveform-level ISAC advances (pinching antennas, movable/rotatable antennas, mutual‑coupling exploitation) that improve sensing/directivity and thus may enable higher‑fidelity passive/active surveillance or counter-surveillance