GAT-MDN uses domain-specific graphs with GATs plus an MDN head to output conditional salary distributions and reports better NLL and MSE than an MLP-MDN baseline on a Dutch job dataset of over 1M records.
2020.Modelling and Predicting Individual Salaries in the United Kingdom with Graph Convolutional Network
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Probabilistic Salary Prediction with Graph Attention Networks and a Mixture Density Network
GAT-MDN uses domain-specific graphs with GATs plus an MDN head to output conditional salary distributions and reports better NLL and MSE than an MLP-MDN baseline on a Dutch job dataset of over 1M records.