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Amnon Catav

2 accepted papers

2021

Marginal Contribution Feature Importance - an Axiomatic Approach for Explaining Data

ICML 2021spotlight

In recent years, methods were proposed for assigning feature importance scores to measure the contribution of individual features. While in some cases the goal is to understand a specific model, in many cases the goal is to understand the contribution of certain properties (features) to a real-world…

2021

MultiModalQA: complex question answering over text, tables and images

ICLR 2021poster

When answering complex questions, people can seamlessly combine information from visual, textual and tabular sources. While interest in models that reason over multiple pieces of evidence has surged in recent years, there has been relatively little work on question answering models that reason acro…

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