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Readout Scaling Shapes Sparse Feature Recovery

Xiao, Brian et al.
arXiv (All) · Papers
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computation-and-languagemachine-learning
Readout scaling changes what a sparse autoencoder (SAE) learns, but the benefit of removing it depends on the data. We use readout-canonicalized decision-space (RC-DS) coordinates to remove singular-value gains while preserving retained decision information. At a fixed readout condition number, chan
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