Search Results for author: Zhi Ma

Found 3 papers, 1 papers with code

A method for quantifying the generalization capabilities of generative models for solving Ising models

no code implementations6 May 2024 Qunlong Ma, Zhi Ma, Ming Gao

Here we design a Hamming distance regularizer in the framework of a class of generative models, variational autoregressive networks (VAN), to quantify the generalization capabilities of various network architectures combined with VAN.

Neural Architecture Search

Message Passing Variational Autoregressive Network for Solving Intractable Ising Models

no code implementations9 Apr 2024 Qunlong Ma, Zhi Ma, Jinlong Xu, Hairui Zhang, Ming Gao

Many deep neural networks have been used to solve Ising models, including autoregressive neural networks, convolutional neural networks, recurrent neural networks, and graph neural networks.

Combinatorial Optimization

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