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Open access 2026

GradFA: A Unified Gradient-Based Attribution Framework for Backdoor Detection and Mitigation in DRL-Based O-RAN xApps

The Open Radio Access Network (O-RAN) xApp marketplace lets operators deploy third party deep reinforcement learning (DRL) applications into the Near-Real-Time RAN Intelligent Controller (Near-RT RIC), yet provides no way to verify the integrity of a submitted model. To tackle the problem, we propose GradFA (Gradient-b...

An Thi Duong, Ha Dao, T. Le et al. · 0 citations
#human-computer interacti... Preprint Sep 2026

Senseful Consense: Towards Simplified Cookie Banners using Plain Language

This feasibility study investigates the impact of applying plain language (Einfache Sprache) to cookie banners within the IAB Transparency&Consent Framework and demonstrates that the comprehension barrier can be lowered from a college-graduate level to a 7th-grade level.

Minela Bećirović, Ha Dao, Mannat Kaur et al. · 0 citations

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