261 citations · 1.1k across the 12 of their papers we have counts for
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cs.CV2020★ 61 cited
Supervised Learning with Projected Entangled Pair States
Song Cheng, Lei Wang, Pan Zhang
Tensor networks, a model that originated from quantum physics, has been gradually generalized as efficient models in machine learning in recent years. However, in order to achieve…
cond-mat.stat-mech2020★ 51 cited
Tropical Tensor Network for Ground States of Spin Glasses
Jin-Guo Liu, Lei Wang, Pan Zhang
We present a unified exact tensor network approach to compute the ground state energy, identify the optimal configuration, and count the number of solutions for spin glasses. The m…