Secure Collaborative Systems: Building Efficient Protocols for Linear Models

This lecture by the instructor covers the development of secure collaborative systems, focusing on building efficient protocols for linear models. Topics include secure multiparty computation, challenges of generic MPC platforms, specialized protocols for cryptographic computation, and automatic generation of cryptographic protocols. The lecture also delves into techniques for split secure computation, alternative training formulations, and the evaluation of specialized protocols. Through examples and insights, the lecture emphasizes the importance of maintaining security guarantees while enhancing computational efficiency.