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cs.LG2026
Distributionally Robust Set Representation Learning Under Inference-Time Element Corruption
Yankai Chen, Hanrong Zhang, Bowei He +2
Standard Set Representation Learning methods typically excel on curated data but often overlook the challenge of inference-time element corruption. This refers to scenarios where d…
cs.LG2026
A Deployment Audit of Release-Side Risk in Conformal Triage under Prevalence Shift
Chengze Li, Xiao Liu, Hanrong Zhang +7
Conformal triage converts predictive scores into deployment actions that either release a case, flag it for urgent attention, or defer it to human review. Under an observed change…