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LaMAGIC2: Advanced Circuit Formulations for Language Model-Based Analog Topology Generation

  • LaMAGIC2 introduces a float-input canonical formulation for language model-based analog topology generation.
  • Existing approaches suffer inefficiencies and low precision sensitivity to numeric inputs.
  • LaMAGIC2 aims to improve component-type recognition, reduce token length complexity, and enhance numeric precision sensitivity.
  • Experiments show that LaMAGIC2 outperforms previous methods with 34% higher success rates under tight tolerances and 10X lower MSEs.
  • It also demonstrates improved transferability for circuits with more vertices, up to 58.5% improvement.
  • The advancements in LaMAGIC2 establish it as a robust framework for analog topology generation.

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