#cross-domain2 articles

2 articles

AINeutralarXiv – CS AI · 4h ago7

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Exploring Robust Intrusion Detection: A Benchmark Study of Feature Transferability in IoT Botnet Attack Detection

Researchers conducted a benchmark study on IoT botnet intrusion detection systems, finding that models trained on one network domain suffer significant performance degradation when applied to different environments. The study evaluated three feature sets across four IoT datasets and provided guidelines for improving cross-domain robustness through better feature engineering and algorithm selection.

AINeutralarXiv – CS AI · 4h ago0

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Bridging Dynamics Gaps via Diffusion Schr\"odinger Bridge for Cross-Domain Reinforcement Learning

Researchers propose BDGxRL, a novel framework using Diffusion Schrödinger Bridge to enable reinforcement learning agents to transfer policies across different domains without direct target environment access. The method aligns source domain transitions with target dynamics through offline demonstrations and introduces reward modulation for consistent learning.