Search Results for author: Quintin Pope

Found 2 papers, 2 papers with code

Neural Networks Learn Statistics of Increasing Complexity

1 code implementation6 Feb 2024 Nora Belrose, Quintin Pope, Lucia Quirke, Alex Mallen, Xiaoli Fern

The distributional simplicity bias (DSB) posits that neural networks learn low-order moments of the data distribution first, before moving on to higher-order correlations.

Text Counterfactuals via Latent Optimization and Shapley-Guided Search

1 code implementation EMNLP 2021 Quintin Pope, Xiaoli Z. Fern

We study the problem of generating counterfactual text for a classifier as a means for understanding and debugging classification.

counterfactual Counterfactual Explanation +2

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