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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),…