Amaya Dharmasiri

CoMet: Context and Multiplicity Decomposition for Multimodal Uncertainty Estimation

Sanghyuk Chun, William Yang, Amaya Dharmasiri, Olga Russakovsky

Uncertainty estimation has been a long-standing challenge in AI models; it amounts to "knowing what you don't know," and metacognition is notoriously difficult even for humans (cf. the Dunning-Kruger effect). Although it is still far from solved even in simpler classification sys…Read more