Leilani H. Gilpin
3 papers in the PaperMetrix corpus
Papers by this author
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Explaining Explanations: An Approach to Evaluating Interpretability of Machine Learning
2018 · arXiv (Cornell University)
There has recently been a surge of work in explanatory artificial intelligence (XAI). This research area tackles the important problem that complex machines and algorithms often cannot provide insights into their behavior and thought processes. …
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Explaining Explanations to Society
2019 · arXiv (Cornell University)
There is a disconnect between explanatory artificial intelligence (XAI) methods and the types of explanations that are useful for and demanded by society (policy makers, government officials, etc.) Questions that experts in artificial intelligence (AI) …
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Towards a fuller understanding of neurons with Clustered Compositional Explanations
2023 · arXiv (Cornell University)
Compositional Explanations is a method for identifying logical formulas of concepts that approximate the neurons' behavior. However, these explanations are linked to the small spectrum of neuron activations (i.e., the highest ones) used to check …