Author

Sumin Park

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#artificial intelligence Preprint Oct 2026

Looped Reasoning Finishes Earlier Than You Think

This work proposes QRR (Quotient Recurrent Reasoner), a gauge-equivariant recurrent architecture with an exact per-token phase-rotation symmetry that achieves stable and faster convergence to solution roots in quotient space, while matching or surpassing recent recurrent reasoning models on Sudoku, Maze, and Mini-ARC.

Sumin Park, T. Konstantin Rusch · 0 citations