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2026 1

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A Universal Avoidance Method for Diverse Multi-branch Generation

cs.CL · 2026-04-19 · unverdicted · novelty 6.0

UAG is a universal avoidance generation method that increases multi-branch diversity in diffusion and transformer models by penalizing output similarity, delivering up to 1.9x higher diversity with 4.4x speed and 1/64th the FLOPs of prior methods.

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  • A Universal Avoidance Method for Diverse Multi-branch Generation cs.CL · 2026-04-19 · unverdicted · none · ref 36

    UAG is a universal avoidance generation method that increases multi-branch diversity in diffusion and transformer models by penalizing output similarity, delivering up to 1.9x higher diversity with 4.4x speed and 1/64th the FLOPs of prior methods.