Himabindu Lakkaraju
3 papers in the PaperMetrix corpus
Papers by this author
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How Much Should I Trust You? Modeling Uncertainty of Black Box Explanations.
2020 · arXiv (Cornell University)
As local explanations of black box models are increasingly being employed to establish model credibility in high stakes settings, it is important to ensure that these explanations are accurate and reliable. However, local explanations generated …
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Learning Recourse Costs from Pairwise Feature Comparisons
2024 · arXiv (Cornell University)
This paper presents a novel technique for incorporating user input when learning and inferring user preferences. When trying to provide users of black-box machine learning models with actionable recourse, we often wish to incorporate their …
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Towards Unifying Interpretability and Control: Evaluation via Intervention
2024 · arXiv (Cornell University)
With the growing complexity and capability of large language models, a need to understand model reasoning has emerged, often motivated by an underlying goal of controlling and aligning models. While numerous interpretability and steering methods …