arXivDaily arXiv每日学术速递 周一至周五更新
arXiv 2003.07280cond-mat.dis-nncond-mat.str-elhep-th

Restricted Boltzmann machine representation for the groundstate and excited states of Kitaev Honeycomb model

Mohammadreza Noormandipour, Youran Sun, Babak Haghighat

英文摘要:

In this work, the capability of restricted Boltzmann machines (RBMs) to find solutions for the Kitaev honeycomb model with periodic boundary conditions is investigated. The measured groundstate (GS) energy of the system is compared and, for small lattice sizes (e.g. $3 \times 3$ with $18$ spinors), shown to agree with the analytically derived value of the energy up to a deviation of $0.09\%$. Moreover, the wave-functions we find have $99.89\%$ overlap with the exact ground state wave-functions. Furthermore, the possibility of realizing anyons in the RBM is discussed and an algorithm is given to build these anyonic excitations and braid them for possible future applications in quantum computation. Using the correspondence between topological field theories in (2+1)d and 2d CFTs, we propose an identification between our RBM states with the Moore-Read state and conformal blocks of the $2$d Ising model.

机构、总结、中文摘要均由AI分析而来,可能存在错误,请以论文正文为准。

↑