翻译 03

The limitations of signatures have been recognized by the anti-virus providers and industry experts for many years
翻译：多年前杀毒软件供应商和行业专家就已经认识到了签名的局限性。

When the malware detects an attempt to analyze it, the malware can alter its behavior, allowing it to avoid discovery 。
翻译：当恶意软件检测到有人试图分析它时，它可以改变其行为，从而避免被发现

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.
翻译：虽然动态分析组件可能是长期解决方案的一个重要组件，但由于其额外的复杂性，我们现在避免使用它。

We instead take a static analysis approach,where we look at information from the binary program that can be obtained without running it.
翻译：相反，我们采用静态分析方法，无需运行它就可以从二进制程序中查看获得的信息。

Replicating this success in the malware domain may help to simplify the tools used for detecting malware and improve accuracy
翻译：在恶意软件领域复制这种成功（的方法）可能有助于简化用于检测恶意软件的工具并提高检测的准确性

Our contributions in this work are the development of the first, to our knowledge, network architecture that can successfully process a raw byte sequence of over two million steps
翻译：据我们所知，我们在这项工作中的贡献是开发了第一个能够成功处理超过200万步的原始字节序列的网络体系结构