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T. Le

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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
Open access 2026

Bio-Inspired Optimization for RIS-Aided SWIPT Toward Crisis-Resilient Communications

Numerical results demonstrate that the proposed FFA-based approach achieves significant transmit power savings and outperforms conventional alternating optimization techniques in both solution quality and scalability.

H. Nguyen, Tharmikka Raveendranathan, Kieu-Xuan Thuc et al. · 0 citations

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