AI RESEARCH
FedTrident: Resilient Road Condition Classification Against Poisoning Attacks in Federated Learning
arXiv CS.AI
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ArXi:2603.19101v1 Announce Type: cross FL has emerged as a transformative paradigm for ITS, notably camera-based Road Condition Classification (RCC). However, by enabling collaboration, FL-based RCC exposes the system to adversarial participants launching Targeted Label-Flipping Attacks (TLFAs). Malicious clients (vehicles) can relabel their local