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cs.LG2024
MASALA: Model-Agnostic Surrogate Explanations by Locality Adaptation
Saif Anwar, Nathan Griffiths, Abhir Bhalerao +1
Existing local Explainable AI (XAI) methods, such as LIME, select a region of the input space in the vicinity of a given input instance, for which they approximate the behaviour of…
cs.LG2024
CHILLI: A data context-aware perturbation method for XAI
Saif Anwar, Nathan Griffiths, Abhir Bhalerao +1
The trustworthiness of Machine Learning (ML) models can be difficult to assess, but is critical in high-risk or ethically sensitive applications. Many models are treated as a `blac…