A quantum tug of war between randomness and symmetries on homogeneous spaces
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Abstract (arXiv)
We explore the interplay between symmetry and randomness in quantum information. Adopting a geometric approach, we consider states as H-equivalent if related by a symmetry transformation characterized by the group H. We then introduce the Haar measure on the homogeneous space mathbbU/H, characterizing true randomness for H-equivalent systems. While this mathematical machinery is well-studied by mathematicians, it has seen limited application in quantum information: we believe our work to be the first instance of utilizing homogeneous spaces to characterize symmetry in quantum information. This is followed by a discussion of approximations of true randomness, commencing with t-wise independent approximations and defining t-designs on mathbbU/H and H-equivalent states. Transitioning further, we explore pseudorandomness, defining pseudorandom unitaries and states within homogeneous spaces. Finally, as a practical demonstration of our findings, we study the expressibility of quantum machine learning ansatze in homogeneous spaces. Our work provides a fresh perspective on the relationship between randomness and symmetry in the quantum world.
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References · 13
- 2018Barren plateaus in quantum neural network training landscapescited by 630
- 2020Predicting Many Properties of a Quantum System from Very Few Measurementscited by 233
- 2022Theory for Equivariant Quantum Neural Networkscited by 62
- 2022Group-Invariant Quantum Machine Learningcited by 56
- 2022Theoretical Guarantees for Permutation-Equivariant Quantum Neural Networkscited by 52
- 2022Representation Theory for Geometric Quantum Machine Learningcited by 40
- 2021Speeding up Learning Quantum States through Group Equivariant Convolutional Quantum Ans"atzecited by 29
- 2020Classical Shadows With Noisecited by 14
- 2023On the universality of Sn-equivariant k-body gatescited by 7
- 2021Cryptography from Pseudorandom Quantum Statescited by 6
- 2023Pseudorandom unitaries are neither real nor sparse nor noise-robustcited by 5
- 2021Quantum Pseudorandomness and Classical Complexitycited by 3
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- 2023Pseudorandom Strings from Pseudorandom Quantum Statescited by 1
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