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Fig 1.

Illustration of a DDoS attack.

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Fig 2.

Illustration of a NGFW.

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Fig 3.

Algorithm process.

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Fig 4.

Structure of informer.

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Fig 5.

ProbSparse self-attention mechanism.

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Fig 6.

Structure of encoder.

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Table 1.

Distribution of traffic categories.

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Table 2.

Confusion matrix.

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Fig 7.

Model performance.

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Fig 8.

Algorithm comparison.

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Table 3.

Algorithm comparison.

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Table 3 Expand

Table 4.

Performance Metrics with 95% Confidence Intervals (Bootstrap Resampling, B = 100).

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Table 4 Expand