Stimulus symmetries can confound representational similarity analyses

Stimulus symmetries can confuse representational similarity analyses because functionally equivalent representations related by stimulus symmetries can have different geometric structures, leading to distinct Representational Similarity Matrices (RSMs). The work formalizes this gauge dependence, showing that while decoding accuracy is invariant, the RSM itself depends on how the symmetry group acts on the encoding.

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