Quantum Analogues of Talagrand, KKL, and Friedgut's Theorems and Their Implications for the Learnability of Quantum Boolean Functions

We establish quantum analogues of the Talagrand inequality, the KKL theorem, and Friedgut's Junta theorem for quantum Boolean functions. These results provide insights into the learnability of quantum observables and have implications for quantum circuit complexity lower bounds.