Steve Liao is currently a data scientist at Cycraft Technology. Previously, he served as a machine learning intern at Intel's Beijing Research Institute. He is passionate about exploring cutting-edge machine learning technologies applied in the field of cybersecurity, such as generative information retrieval and natural language processing. He has presented research findings at several top international machine learning conferences including ICML, ICLR, and AAAI, and has also served as a speaker at FIRSTCTI, SECCON.
This agenda will introduce the integration of generative information retrieval technology with intelligence databases to establish an intuitive conversational search engine. Through natural language to SQL transformation techniques, analysts can easily query the required intelligence data in the form of dialogue. Simultaneously, we integrate multi-modal models to enhance the depth and accuracy of intelligence data. Finally, we have introduced a question-answering bot to expedite intelligence acquisition, effectively assisting analysts in rapidly investigating cybersecurity incidents. This innovative solution will enable us to respond more swiftly and effectively to evolving threats.
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