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This work found that certain attention blocks naturally form an Intrinsic Spatial Grounding Map that precisely locates reference subjects, and proposes Dual-phase Intrinsic Attention Leveraging (DIAL), a framework that uses these internal signals for both training and inference.
INFUSER outperforms a frozen 32B model with just an 8B co-evolving generator, showcasing the power of adaptive question generation in self-evolution.