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Explore a comprehensive 15-minute IEEE presentation on SIRNN, a mathematical library designed for secure RNN inference. Delve into the world of secure inference, RNN applications, and the challenges they present. Discover the SIRNN hierarchy, its building blocks, and communication optimization techniques. Learn about fixed-point representation and various mathematical implementations. Examine the library's performance through evaluations using the Google 30 Benchmark and Heads Benchmark. Gain valuable insights into the future of secure machine learning inference in this informative talk.
Syllabus
Introduction
Secure Inference
RNN Applications
Challenges
SIRNN
Hierarchy
Building Blocks
Communication
Optimization
Fixed Point Representation
Math Implementations
Evaluation
Google 30 Benchmark
Heads Benchmark
Conclusion
Taught by
IEEE Symposium on Security and Privacy