3 papers
cs.LG2026
PEARL: Prototype-Enhanced Alignment for Label-Efficient Representation Learning with Deployment-Driven Insights from Digital Governance Communication Systems
Ruiyu Zhang, Lin Nie, Wai-Fung Lam +2
In many deployed systems, new text inputs are handled by retrieving similar past cases, for example when routing and responding to citizen messages in digital governance platforms.…
cs.LG2025
Structural Equation-VAE: Disentangled Latent Representations for Tabular Data
Ruiyu Zhang, Ce Zhao, Xin Zhao +2
Learning interpretable latent representations from tabular data remains a challenge in deep generative modeling. We introduce SE-VAE (Structural Equation-Variational Autoencoder),…
econ.GN2025
Eco-efficiency as a Catalyst for Citizen Co-production: Evidence from Chinese Cities
Ruiyu Zhang, Lin Nie, Ce Zhao +1
We examine whether higher eco-efficiency encourages local governments to co-produce environmental solutions with citizens. Using Chinese provincial data and advanced textual analys…