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Shanghai Jiao Tong University
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Training-Distribution Hallucination is a critical challenge in robot manipulation, but ST-WAM's innovative use of DINOv3 features dramatically boosts performance under visual shifts.
A single visual backbone can now handle perception, reconstruction, and action in streaming video, rivaling specialized models without task-specific fine-tuning.