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Yunseop Shin

2 accepted papers

2026

Bayesian Neural Networks for Functional ANOVA Model

ICLR 2026poster

With the increasing demand for interpretability in machine learning, functional ANOVA decomposition has gained renewed attention as a principled tool for breaking down high-dimensional function into low-dimensional components that reveal the contributions of different variable groups. Recently, Tens…

Cited by 0SourceScholar
2025

Knowledge Distillation of Uncertainty using Deep Latent Factor Model

NeurIPS 2025poster

Deep ensembles deliver state-of-the-art, reliable uncertainty quantification, but their heavy computational and memory requirements hinder their practical deployments to real applications such as on-device AI. Knowledge distillation compresses an ensemble into small student models, but existing tech…

Cited by 0SourcecodeScholar