A neuro-symbolic 2.5-D decomposition pipeline separates LLM horizontal planning from deterministic vertical execution, achieving 94.6% structural accuracy on the Build What I Mean benchmark.
Marr,Vision: A computational investigation into the human repre- sentation and processing of visual information
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Gray anchoring theory from biology unifies existing gray-pixel detection methods for color constancy and supports a new learning-based implementation that improves illuminant estimation.
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2.5-D Decomposition for LLM-Based Spatial Construction
A neuro-symbolic 2.5-D decomposition pipeline separates LLM horizontal planning from deterministic vertical execution, achieving 94.6% structural accuracy on the Build What I Mean benchmark.