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Geometry-guided retrieval unlocks persistent memory in linear-attention video world models, boosting long-horizon consistency by 0.74 dB PSNR and 28.5% rotation error reduction without retraining.
RDVSv2 reveals that existing RGB-D VSOD methods struggle significantly with its challenging scenarios, setting a new standard in the field.