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δ-CLUE: Diverse Sets of Explanations for Uncertainty Estimates [article]

Dan Ley, Umang Bhatt, Adrian Weller
2021 arXiv   pre-print
However, for a single input, such approaches could output a variety of explanations due to the lack of constraints placed on the explanation.  ...  To interpret uncertainty estimates from differentiable probabilistic models, recent work has proposed generating Counterfactual Latent Uncertainty Explanations (CLUEs).  ...  ACKNOWLEDGMENTS UB acknowledges support from DeepMind and the Leverhulme Trust via the Leverhulme Centre for the Future of Intelligence (CFI) and from the Mozilla Foundation.  ... 
arXiv:2104.06323v6 fatcat:nmjbtye4yrgtvgwehdv6j73wke

Diverse, Global and Amortised Counterfactual Explanations for Uncertainty Estimates [article]

Dan Ley, Umang Bhatt, Adrian Weller
2021 arXiv   pre-print
Our experiments show that δ-CLUE, ∇-CLUE, and GLAM-CLUE all address shortcomings of CLUE and provide beneficial explanations of uncertainty estimates to practitioners.  ...  We broaden the exploration to examine δ-CLUE, the set of potential CLUEs within a δ ball of the original input in latent space.  ...  A given diversity function D can be tional δ requirement as xδCLUE = µθ (x|zδCLUE ) where applied to a set of k > 0 counterfactuals in an appropri- zδCLUE = arg minz: ρ(z,z0 )≤δ  ... 
arXiv:2112.02646v3 fatcat:iwazelszorcmjh3crlpgnhsr6m