Analyzing Explainer Robustness via Probabilistic Lipschitzness of Prediction Functions.
Zulqarnain KhanDavin HillAria MasoomiJoshua T. BoneJennifer G. DyPublished in: AISTATS (2024)
Keyphrases
- prediction accuracy
- probabilistic model
- prediction model
- bayesian networks
- data driven
- generative model
- information theoretic
- data sets
- real world
- prediction error
- long term
- high prediction accuracy
- database
- probabilistic approaches
- uncertain data
- context sensitive
- search algorithm
- multiscale
- knowledge base
- computer vision
- real time