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cs.LG2026
Conformity Breaks Conformal Prediction
Yibo Hu, Hanyu Su
A conformal certificate can be valid when an LLM answers alone and invalid when the same LLM sees peers that unanimously assert a wrong answer. The question is unchanged; the model…
cs.LG2026
Subtype Robustness Is Not Just Accuracy: Calibration Under Unseen Subtype Shift
Hanyu Su, Carlota Julbe i Juanola, Yibo Hu
Subtype robustness asks whether a model keeps the correct coarse prediction when test examples come from fine-grained subtypes absent from training but still inside a known coarse…