Task-Restricted Symmetries in Recurrent Weight Space

In three linesStudy of functional redundancy in single-layer tanh RNNs using ordered real Schur coordinates. Authors identify nonnormal couplings removable with minimal loss on specific tasks (copy, flip-flop, sine generation), revealing task-dependent approximate functional invariances rather than universal weight-space symmetries.

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