Pattern Induction discovers reusable visual patterns as experts via online inductive learning, and Pattern Inference uses them to let VLMs perform efficient multi-step visual planning beyond their native capabilities.
On top of this, we plan the shortest path
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Thinking with Patterns: Breaking the Perceptual Bottleneck in Visual Planning via Pattern Induction
Pattern Induction discovers reusable visual patterns as experts via online inductive learning, and Pattern Inference uses them to let VLMs perform efficient multi-step visual planning beyond their native capabilities.