217 citations · 303 across the 4 of their papers we have counts for
4 papers
Efficient approximation of experimental Gaussian boson sampling
Benjamin Villalonga, Murphy Yuezhen Niu, Li Li +4
Two recent landmark experiments have performed Gaussian boson sampling (GBS) with a non-programmable linear interferometer and threshold detectors on up to 144 output modes (see Re…
Quantum circuit optimization with deep reinforcement learning
Thomas Fösel, Murphy Yuezhen Niu, Florian Marquardt +1
A central aspect for operating future quantum computers is quantum circuit optimization, i.e., the search for efficient realizations of quantum algorithms given the device capabili…
Learnability and Complexity of Quantum Samples
Murphy Yuezhen Niu, Andrew M. Dai, Li Li +5
Given a quantum circuit, a quantum computer can sample the output distribution exponentially faster in the number of bits than classical computers. A similar exponential separation…
Entanglement-Based Machine Learning on a Quantum Computer
X. -D. Cai, D. Wu, Z. -E. Su +6
Machine learning, a branch of artificial intelligence, learns from previous experience to optimize performance, which is ubiquitous in various fields such as computer sciences, fin…