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IEEE/ICACT20260343 Question.5
Questioner: md02anas02@gmail.com    2026-02-09 ¿ÀÈÄ 10:31:06
IEEE/ICACT20260343 Answer.5
Answer by Auhor hejf@dsp.ac.cn   2026-02-09 ¿ÀÈÄ 10:31:06
What is the main advantage of your proposed method compared to existing approaches? The main advantage is that our framework improves both security and service quality at the same time: by combining trust/credit-guided enforcement (rate limiting + caching + forwarding) with cross-domain federated anomaly learning, it achieves the highest detection accuracy (F1 about 0.94–0.96 vs. 0.82–0.92 for strong baselines) while keeping the network usable during attacks (RSR ~88–90% and CHR ~70%, whereas baselines often drop below 80% and 65%), with only lightweight coordination (e.g., small gossip overhead and FL sharing only model parameters).

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