The Blame Problem in Evaluating Local Explanations and How to Tackle It

Author:

Akhavan Rahnama Amir HosseinORCID

Publisher

Springer Nature Switzerland

Reference47 articles.

1. Adebayo, J., Gilmer, J., Muelly, M., Goodfellow, I., Hardt, M., Kim, B.: Sanity checks for saliency maps. In: Advances in Neural Information Processing Systems, vol. 31 (2018)

2. Agarwal, C., et al.: Rethinking stability for attribution-based explanations. arXiv preprint arXiv:2203.06877 (2022)

3. Agarwal, C., et al.: OpenXAI: towards a transparent evaluation of model explanations. In: Advances in Neural Information Processing Systems, vol. 35, pp. 15784–15799 (2022)

4. Alvarez-Melis, D., Jaakkola, T.S.: On the robustness of interpretability methods. arXiv preprint arXiv:1806.08049 (2018)

5. Arnold, T., Kasenberg, D.: Value alignment or misalignment - what will keep systems accountable? In: AAAI Workshop on AI, Ethics, and Society (2017)

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1. Local List-Wise Explanations of LambdaMART;Communications in Computer and Information Science;2024

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