Post-ADC inference provides valid p-values and confidence intervals for data-dependent targets after active data collection by correcting adaptive sampling and selection biases without assuming the black-box function form.
CITE provides anytime-valid certification of a target answer as the unique mode under arbitrary data-dependent stopping without knowing the answer set, with optimal stopping-time rates and improved LLM self-consistency.