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Learn about cutting-edge quantum computing and privacy-preserving machine learning through two industry research presentations. Explore how to implement canonical partition functions on quantum computers using Trotter interpolation methods, presented by a senior researcher from Fujitsu. Discover innovative approaches to deep learning that incorporate plausible deniability for enhanced privacy protection, as discussed by the head of quantum research at Visa. These talks, delivered as part of the Simons Institute's Eleventh Annual Industry Day, provide insights into practical applications of advanced computational techniques in enterprise environments.