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significant detection » significant reduction (Expand Search), significant attention (Expand Search), significant deviation (Expand Search)
changes decrease » larger decrease (Expand Search), change increases (Expand Search)
largest decrease » largest decreases (Expand Search), larger decrease (Expand Search), marked decrease (Expand Search)
detection task » detection rate (Expand Search)
significant detection » significant reduction (Expand Search), significant attention (Expand Search), significant deviation (Expand Search)
changes decrease » larger decrease (Expand Search), change increases (Expand Search)
largest decrease » largest decreases (Expand Search), larger decrease (Expand Search), marked decrease (Expand Search)
detection task » detection rate (Expand Search)
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Few-shot task formulation in intrusion detection.
Published 2025“…<div><p>Deep learning methods have achieved remarkable progress in network intrusion detection. However, their performance often deteriorates significantly in real-world scenarios characterized by limited attack samples and substantial domain shifts. …”
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