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Instead of struggling to generate multi-view consistent 3D edits, this paper cleverly uses reinforcement learning to *verify* consistency, unlocking high-quality 3D scene editing from 2D diffusion priors.
ImagineAgent's clever combination of cognitive maps and generative tools lets it crush previous state-of-the-art on OV-HOI tasks while needing only 20% of the training data.