no code implementations • 11 Jan 2024 • Weishun Zhong, Oles Shtanko, Ramis Movassagh
A promising strategy to protect quantum information from noise-induced errors is to encode it into the low-energy states of a topological quantum memory device.
no code implementations • 3 Aug 2023 • Weishun Zhong
Despite the empirical success of utilizing these systems for intelligent tasks, the underlying principles that govern their emergent intelligent behaviors remain largely unknown.
no code implementations • 5 Jul 2022 • Weishun Zhong, Xun Gao, Susanne F. Yelin, Khadijeh Najafi
Born machines are quantum-inspired generative models that leverage the probabilistic nature of quantum states.
no code implementations • 14 Jun 2022 • Weishun Zhong, Ben Sorscher, Daniel D Lee, Haim Sompolinsky
Our theory predicts that the reduction in capacity due to the constrained weight-distribution is related to the Wasserstein distance between the imposed distribution and that of the standard normal distribution.
no code implementations • 11 Dec 2019 • Harshvardhan Sikka, Weishun Zhong, Jun Yin, Cengiz Pehlevan
In many data analysis tasks, it is beneficial to learn representations where each dimension is statistically independent and thus disentangled from the others.