Zimu Li

activity

20192026

most citedSpeeding up Learning Quantum States through Group Equivariant Convolutional Quantum Ansätze

51 citations · 96 across the 15 of their papers we have counts for

collaborators

Showing 2022Show all

2 papers · 1 filter

cs.LG2022★ 3 cited

Unifying O(3) Equivariant Neural Networks Design with Tensor-Network Formalism

Zimu Li, Zihan Pengmei, Han Zheng +3

Many learning tasks, including learning potential energy surfaces from ab initio calculations, involve global spatial symmetries and permutational symmetry between atoms or general…

quant-ph2022★ 8 cited

Toward Super-polynomial Quantum Speedup of Equivariant Quantum Algorithms with SU( $d$ ) Symmetry

Han Zheng, Zimu Li, Sergii Strelchuk +2

We introduce a framework of the equivariant convolutional quantum algorithms which is tailored for a number of machine-learning tasks on physical systems with arbitrary SU $(d)$ sym…

Unifying O(3) Equivariant Neural Networks Design with Tensor-Network Formalism

Toward Super-polynomial Quantum Speedup of Equivariant Quantum Algorithms with SU(d) Symmetry

Toward Super-polynomial Quantum Speedup of Equivariant Quantum Algorithms with SU( $d$ ) Symmetry