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RealFit is proposed, a framework that combines Unidirectional Information Flow (UIF) with Decoupled Timestep Modulation (DTM) that isolates the garment condition from stochastic noise to preserve garment identity, while DTM optimizes the modulation scale to maintain a strong conditional signal.
