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docs(readme): add shields badges (license, release, paper, HF models)
Co-Authored-By: Claude Sonnet 4.6 <[email protected]>
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‎README.md‎

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# AI pre-decoder for surface-code memory circuits
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[![License](https://img.shields.io/badge/License-Apache%202.0-blue)](./LICENSE)
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[![Release](https://img.shields.io/badge/Release-v0.1.0-brightgreen)](https://github.com/NVIDIA/Ising-Decoding/tree/releases/v0.1.0)
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[![Paper](https://img.shields.io/badge/Paper-NVIDIA%20Research-76b900)](https://research.nvidia.com/publication/2026-04_fast-ai-based-pre-decoders-surface-codes)
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[![Model: Fast](https://img.shields.io/badge/🤗%20HuggingFace-Fast%20Model-ffd21e)](https://huggingface.co/nvidia/Ising-Decoder-SurfaceCode-1-Fast)
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[![Model: Accurate](https://img.shields.io/badge/🤗%20HuggingFace-Accurate%20Model-ffd21e)](https://huggingface.co/nvidia/Ising-Decoder-SurfaceCode-1-Accurate)
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This repo implements a **pre-decoder** for surface-code memory experiments:
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- A neural network consumes detector syndromes across space **and** time

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