Author

Inwoo Tae

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Preprint Aug 2026

Post-Calibration Reliability Reranking of Relevance Decisions via Label-wise Monotone Projection

Web search, product search, and question-answering retrieval systems often assign a relevance label and confidence score to each query-candidate pair. The relevance label describes how well a page, product, or passage matches the query, while the confidence often guides downstream use or fallback decisions. Post-hoc ca...

Inwoo Tae, Yongjae Lee · 2 citations

#machine learning Review Sep 2026

HoTS: Homophily-Aware Temperature Scaling for Graph Neural Network Calibration

Homophily-aware Temperature Scaling (HoTS), a simple post-hoc calibrator that assigns each node a positive scalar temperature from entropy-based logit concentration and estimated local homophily, achieves the best mean Expected Calibration Error (ECE) of 4.79%, the best average rank, and the most reliable confidence ra...

Inwoo Tae, Yoon-Jeong Hwang, Yongjae Lee · 0 citations