Seungmin0825/AnalogToBi-checkpoint

AnalogToBi

AnalogToBi is a generative framework for device-level analog circuit topology generation.
The model generates valid analog circuit topologies conditioned on a target circuit type using a Transformer decoder.

Key ideas of AnalogToBi include:

• Circuit-type token for explicit functional control
• Bipartite graph circuit representation separating devices and nets
• Grammar-guided decoding to enforce electrical validity
• Device renaming data augmentation to improve generalization

Experimental results show that AnalogToBi achieves 97.8% validity and 92.1% novelty in generated circuits.

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Paper

AnalogToBi: Device-Level Analog Circuit Topology Generation via Bipartite Graph and Grammar Guided Decoding

arXiv: https://arxiv.org/abs/2603.08720

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Code

Official implementation:
https://github.com/Seungmin0825/AnalogToBi

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Model Weights

This repository provides pretrained model checkpoints for AnalogToBi.