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The official implementation for ICLR25 paper "Beyond Circuit Connections: A Non-Message Passing Graph Transformer Approach Towards Quantum Error Mitigation"

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The official implementation for ICLR25 paper "Beyond Circuit Connections: A Non-Message Passing Graph Transformer Approach Towards Quantum Error Mitigation"

Dependencies

  • python == 3.10.8
  • torch == 2.4.0
  • torch-geometric == 2.5.3
  • qiskit == 0.46.2
  • qiskit-aer == 0.13.3

Dataset preparation

Download a sample dataset from all-6-trotter-incoherent or generate your own dataset via code in the circ_and_data_gen folder

How to run the code

For GTranQEM, please run

$ pip install -r requirement.txt
$ python train.py ev_6bit_trotter_all

You can modify the model hyperparameters in exp/ev_6bit_trotter_all/config.yaml for the sample accordingly.

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The official implementation for ICLR25 paper "Beyond Circuit Connections: A Non-Message Passing Graph Transformer Approach Towards Quantum Error Mitigation"

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