Deep learning has made huge advances and impact in many areas of computer science such as vision, speech, NLP, and Robotics. Many exciting research questions lie in the intersection of security and deep learning.
First, how will these deep learning systems behave in the presence of adversaries? Research has shown that many of the state-of-the-art deep learning systems can be easily fooled by adversarial examples. We will explore fundamental questions in this area including what types of attacks are possible on deep learning systems, why they exist, and how we can defend against them.
Second, how can deep learning techniques help security applications? We will explore this area and study example security applications using deep learning techniques including program binary analysis, password security analysis, malware detection and fraud detection.
Application details will be announced when it is open. Please check back later, or sign up for our mailing list / follow us on Facebook to receive notifications about the Camp and other Consortium activities.
|Delegate||Hackathon* + Workshop||Workshop Only|
|Local / International Students*||SGD 150.00||SGD 80.00|
|Staff at Singapore Educational / Research Institutions*||SGD 150.00||SGD 80.00|
|Staff at Singapore Government Agencies*||SGD 150.00||SGD 80.00|
|Others||SGD 300.00||SGD 150.00|