NeuronTune identifies latent neurons whose activations are unusually high on misclassified samples, zeros them out, and retrains the last layer, improving worst-group accuracy without group labels on several image and text benchmarks.
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NeuronTune: Towards Self-Guided Spurious Bias Mitigation
NeuronTune identifies latent neurons whose activations are unusually high on misclassified samples, zeros them out, and retrains the last layer, improving worst-group accuracy without group labels on several image and text benchmarks.