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schwettmann authored Apr 14, 2024
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Expand Up @@ -221,7 +221,7 @@ <h2 class="title is-3">Using MAIA to reveal biases</h2>
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<h2 class="title is-3">Validating MAIA explanations</h2>
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<p>In addition to being useful for applications like spurious feature removal and bias detection, are MAIA descriptions <em>accurate</em>?</p><br>
<p>In addition to being useful for applications like spurious feature removal and bias detection, are MAIA descriptions <em>accurate</em>?</p>
<p>We evaluate MAIA on the neuron description paradigm, which appears as a subroutine of many interpretabiltiy procedures (e.g. <a href="https://arxiv.org/abs/1704.05796" target="_blank">Bau et al. 2017</a>, <a href="https://arxiv.org/abs/2201.11114" target="_blank">Hernandez et al. 2022</a>, <a href="https://arxiv.org/abs/2204.10965" target="_blank">Oikarenen & Weng 2022</a>, <a href="https://openaipublic.blob.core.windows.net/neuron-explainer/paper/index.html" target="_blank">Bills et al. 2023</a>), and offers common baselines for comparison.</p>
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