Added more baselines and corrected references. Included new citations
Made it more concise, removed theory as it already exists in a different work
Keyphrases: Explainable AI, concept bottleneck, concept explanations, uncertainty
@booklet{EasyChair:11000, author = {Elizabeth Chou and Amanda Boyd}, title = {On Robustifying Concept Explanations}, howpublished = {EasyChair Preprint 11000}, year = {EasyChair, 2023}}