Christopher G. Brinton
2 indexed papers
Recent (6 mo)
2With code
0Influential cites
0Benchmarked
0Publications per year
226
Top categories
Info Theory×1AI×1ML×1Crypto×1Systems and Control×1
Frequent co-authors
Research Timeline
2026
Detecting and Mitigating Backdoor Attacks in OTA-FL Systems: A Two-Stage Robust Aggregation Scheme
The paper proposes a two-stage robust aggregation framework to detect and mitigate stealthy backdoor attacks in Over-the-air Federated Learning (OTA-FL) systems, effectively maintaining main-task accuracy.
AirPASS: Over-the-Air Federated Learning via Pinching Antenna Systems
This paper proposes AirPASS, an alternating optimization framework for over-the-air federated learning in wireless systems using a multi-waveguide pinching antenna system.
Highlighted terms show continued research focus across papers
Papers
cs.ITcs.AIcs.LGEmpiricalRecentJul 7, 2026
AirPASS: Over-the-Air Federated Learning via Pinching Antenna Systems
This paper proposes AirPASS, an alternating optimization framework for over-the-air federated learning in wireless systems using a multi-waveguide pinching antenna system.
View →
cs.CReess.SYRecent