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papersTODAY 04:00 UTC

Circuit-MLLM applies topological logic guidance to circuit schematic reasoning

A new arXiv preprint argues that multi-modal large language models handle circuit schematics poorly because these diagrams pack dense component layouts and connectivity into a single image. The authors propose Circuit-MLLM, which uses topological logic to steer visual reasoning within the model's latent space rather than relying on surface-level image features. The work is cross-listed under arXiv's cs.AI and cs.LG categories.

arXiv Circuit-MLLM circuit schematic reasoning multimodal large language models topological logic visual-reasoning

COVERAGE · 2 REPORTS · LINKS GO TO THE ORIGINAL OUTLETS

arXiv cs.AICircuit-MLLM: Topological Logic-Guided Latent-Space Visual Reasoning for Circuit Schematic Understanding ↗TODAY 04:00 UTC

arXiv cs.LGCircuit-MLLM: Topological Logic-Guided Latent-Space Visual Reasoning for Circuit Schematic Understanding ↗TODAY 04:00 UTC