The limitations of signatures have been recognized by the anti-virus providers and industry experts for many years
翻譯：多年前殺毒軟件供應商和行業專家就已經認識到了簽名的局限性。

When the malware detects an attempt to analyze it, the malware can alter its behavior, allowing it to avoid discovery 。
翻譯：當惡意軟件檢測到有人試圖分析它時，它可以改變其行為，從而避免被發現

While a dynamic analysis component is likely to be an important component for a long term solution, we avoid it at this time due to its added complexity.
翻譯：雖然動態分析組件可能是長期解決方案的一個重要組件，但由于其額外的復雜性，我們現在避免使用它。

We instead take a static analysis approach,where we look at information from the binary program that can be obtained without running it.
翻譯：相反，我們采用靜態分析方法，無需運行它就可以從二進制程序中查看獲得的信息。

Replicating this success in the malware domain may help to simplify the tools used for detecting malware and improve accuracy
翻譯：在惡意軟件領域復制這種成功（的方法）可能有助于簡化用于檢測惡意軟件的工具并提高檢測的準確性

Our contributions in this work are the development of the ?rst, to our knowledge, network architecture that can successfully process a raw byte sequence of over two million steps
翻譯：據我們所知，我們在這項工作中的貢獻是開發了第一個能夠成功處理超過200萬步的原始字節序列的網絡體系結構

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