AI and Security: Lessons, Challenges and Future Directions
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Abstract
In this talk, I will talk about challenges and exciting new opportunities at the intersection of AI and Security, how AI and deep learning can enable better security, and how Security can enable better AI. In particular, I will talk about secure deep learning and challenges and approaches to ensure the integrity of decisions made by deep learning. I will also give an overview on challenges and new techniques to enable privacy-preserving machine learning. Finally, I will conclude with future directions at the intersection of AI and Security.
Bio:Dawn Song is a Professor in the Department of Electrical Engineering and Computer Science at UC Berkeley. Her research interest lies in AI and deep learning, security and privacy. She is the recipient of various awards including the MacArthur Fellowship, the Guggenheim Fellowship, the NSF CAREER Award, the Alfred P. Sloan Research Fellowship, the MIT Technology Review TR-35 Award, a number of Test-of-Times Awards and Best Paper Awards from top conferences in Computer Security and Deep Learning. She is an ACM Fellow and an IEEE Fellow. She is also a serial entrepreneur and has been named on the Female Founder 100 List by Inc.
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Published In
![cover image ACM Conferences](/cms/asset/d1f56686-e8f2-4257-992d-f27a3cba3655/3320269.cover.jpg)
October 2020
957 pages
ISBN:9781450367509
DOI:10.1145/3320269
- General Chairs:
- Hung-Min Sun,
- Shiuhpyng Shieh,
- Program Chairs:
- Guofei Gu,
- Giuseppe Ateniese
Copyright © 2020 Owner/Author.
Permission to make digital or hard copies of part or all of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for third-party components of this work must be honored. For all other uses, contact the Owner/Author.
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Association for Computing Machinery
New York, NY, United States
Publication History
Published: 05 October 2020
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- Keynote
Conference
ASIA CCS '20
Sponsor:
ASIA CCS '20: The 15th ACM Asia Conference on Computer and Communications Security
October 5 - 9, 2020
Taipei, Taiwan
Acceptance Rates
Overall Acceptance Rate 418 of 2,322 submissions, 18%
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