Submitted two papers to AISTATS '27: Kernelized Parameter Sensitivity Atlases for Amortized Conditional Interpretability (code) and Certifying Whether to Adapt: Baseline-Relative PAC-Bayes–MMD Guarantees for Test-Time Adaptation