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‎.github/workflows/test.yaml‎

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‎README.md‎

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@@ -23,10 +23,13 @@ QFT.](https://github.com/FlorianFuerrutter/genQC/blob/main/src/webpage/assets/qf
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## 📰 News
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- 🔥 \[2025-06-02\] Paper release: [Synthesis of discrete-continuous
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- 🔥 \[2026-04-22\] Paper publication: [Synthesis of discrete-continuous
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quantum circuits with multimodal diffusion
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models](https://doi.org/10.1088/2632-2153/ae5b21).
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- \[2025-06-02\] Paper arXiv release: [Synthesis of discrete-continuous
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quantum circuits with multimodal diffusion
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models](https://www.arxiv.org/abs/2506.01666).
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- 🔥 \[2025-06-01\] *Discrete-continuous circuits with multimodal
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- \[2025-06-01\] *Discrete-continuous circuits with multimodal
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diffusion* - model released on [Hugging Face:
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huggingface.co/collections/Floki00](https://huggingface.co/collections/Floki00/discrete-continuous-circuits-with-multimodal-diffusion-6839c4e4553e56b957bbd5bf).
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import torch
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from genQC.pipeline.multimodal_diffusion_pipeline import MultimodalDiffusionPipeline_ParametrizedCompilation
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from genQC.inference.sampling import generate_compilation_tensors, decode_tensors_to_backend
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from genQC.scheduler.scheduler_dpm import DPMScheduler
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from genQC.utils.misc_utils import infer_torch_device, set_seed
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from genQC.platform.tokenizer.circuits_tokenizer import CircuitTokenizer
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from genQC.benchmark.bench_compilation import SpecialUnitaries
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repo_id="Floki00/cirdit_multimodal_compile_3to5qubit_v1.1",
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device=device)
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pipeline.scheduler = DPMScheduler.from_scheduler(pipeline.scheduler)
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pipeline.scheduler_w = DPMScheduler.from_scheduler(pipeline.scheduler_w)
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pipeline.scheduler.set_timesteps(40)
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pipeline.scheduler_w.set_timesteps(40)
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simulator.backend.draw(qc_list[0], num_qubits=4)
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```
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»
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q0 : ────────────────────────●────────────────────●───────────●───────╳─»
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│ ╭───╮ │ ╭────┴─────╮ │ »
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q1 : ────────────────────────┼───────╳─┤ h ├──────┼──────┤ r1(1.25) ├─┼─»
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│ │ ╰───╯╭─────┴─────╮╰──────────╯ │ »
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q2 : ───────────●────────────┼───────╳──────┤ r1(6.253) ├─────────────┼─»
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╭───╮╭─────┴─────╮╭─────┴─────╮ ╰───────────╯ │ »
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q3 : ┤ h ├┤ r1(1.571) ├┤ r1(7.191) ├──────────────────────────────────╳─»
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╰───╯╰───────────╯╰───────────╯ »
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»
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q0 : ─────────────────────────────●─────────────────────────────────●───────»
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│ ╭───╮ │ »
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q1 : ─────────────────────────────┼────────────●──────┤ h ├─╳───────┼───────»
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╭───╮╭─────┴─────╮╭─────┴─────╮╰───╯ │ │ »
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q2 : ───────────●──────┤ h ├┤ r1(7.214) ├┤ r1(1.734) ├──────╳───────┼───────»
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╭───╮╭─────┴─────╮╰───╯╰───────────╯╰───────────╯ ╭─────┴──────╮»
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q3 : ┤ h ├┤ r1(1.618) ├───────────────────────────────────────┤ r1(0.4644) ├»
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╰───╯╰───────────╯ ╰────────────╯»
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################################################################################
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─────────────────
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─────●───────────
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╭────┴─────╮╭───╮
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┤ r1(1.59) ├┤ h ├
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╰──┬───┬───╯╰───╯
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───┤ h ├─────────
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╰───╯
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──────╳───────────────────
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│
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──●───┼───────────────────
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╭─┴─╮ │
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┤ x ├─┼───────●───────────
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╰─┬─╯ │ ╭─────┴─────╮╭───╮
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──●───╳─┤ r1(7.758) ├┤ h ├
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╰───────────╯╰───╯
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#### Further examples
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We kindly ask you to cite our paper if any of the previous material was
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useful for your work.
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#### Synthesis of discrete-continuous quantum circuits with multimodal diffusion models
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``` latex
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@article{furrutter2025synthesis,
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title = {Synthesis of discrete–continuous quantum circuits with multimodal diffusion models},
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author = {Fürrutter, Florian and Chandani, Zohim and Hamamura, Ikko and Briegel, Hans J and Muñoz-Gil, Gorka},
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doi = {10.1088/2632-2153/ae5b21},
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url = {https://doi.org/10.1088/2632-2153/ae5b21},
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year = {2026},
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month = {apr},
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publisher = {IOP Publishing},
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journal = {Machine Learning: Science and Technology},
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volume = {7},
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number = {2},
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pages = {025065},
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}
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```
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#### Quantum circuit synthesis with diffusion models
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``` latex
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@article{furrutter2024quantum,
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title={Quantum circuit synthesis with diffusion models},
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author={F{\"u}rrutter, Florian and Mu{\~n}oz-Gil, Gorka and Briegel, Hans J},
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journal={Nature Machine Intelligence},
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doi = {https://doi.org/10.1038/s42256-024-00831-9},
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vol = {6},
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pages = {515-–524},
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pages={1--10},
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year={2024},
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publisher={Nature Publishing Group UK London}
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title={Quantum circuit synthesis with diffusion models},
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author={F{\"u}rrutter, Florian and Mu{\~n}oz-Gil, Gorka and Briegel, Hans J},
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journal={Nature Machine Intelligence},
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doi = {https://doi.org/10.1038/s42256-024-00831-9},
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vol = {6},
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pages = {515-–524},
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pages={1--10},
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year={2024},
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publisher={Nature Publishing Group UK London}
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}
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```

‎src/examples/Discrete-continuous circuits with multimodal diffusion/0_compile_testset.ipynb‎

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‎src/examples/Discrete-continuous circuits with multimodal diffusion/1_qft_and_gpe.ipynb‎

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‎src/examples/Quantum circuit synthesis with diffusion models/0_hello_circuit.ipynb‎

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‎src/examples/Quantum circuit synthesis with diffusion models/2_unitary_compilation.ipynb‎

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‎src/get_started.ipynb‎

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"id": "a357d937",
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"metadata": {},
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"source": [
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"- 🔥 [2025-06-02] Paper release: [Synthesis of discrete-continuous quantum circuits with multimodal diffusion models](https://www.arxiv.org/abs/2506.01666).\n",
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"- 🔥 [2025-06-01] *Discrete-continuous circuits with multimodal diffusion* - model released on [Hugging Face: huggingface.co/collections/Floki00](https://huggingface.co/collections/Floki00/discrete-continuous-circuits-with-multimodal-diffusion-6839c4e4553e56b957bbd5bf)."
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"- 🔥 [2026-04-22] Paper publication: [Synthesis of discrete-continuous quantum circuits with multimodal diffusion models](https://doi.org/10.1088/2632-2153/ae5b21).\n",
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"- [2025-06-02] Paper arXiv release: [Synthesis of discrete-continuous quantum circuits with multimodal diffusion models](https://www.arxiv.org/abs/2506.01666).\n",
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"- [2025-06-01] *Discrete-continuous circuits with multimodal diffusion* - model released on [Hugging Face: huggingface.co/collections/Floki00](https://huggingface.co/collections/Floki00/discrete-continuous-circuits-with-multimodal-diffusion-6839c4e4553e56b957bbd5bf)."
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]
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},
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{
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"import torch\n",
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"from genQC.pipeline.multimodal_diffusion_pipeline import MultimodalDiffusionPipeline_ParametrizedCompilation\n",
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"from genQC.inference.sampling import generate_compilation_tensors, decode_tensors_to_backend\n",
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"from genQC.scheduler.scheduler_dpm import DPMScheduler\n",
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"from genQC.utils.misc_utils import infer_torch_device, set_seed\n",
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"from genQC.platform.tokenizer.circuits_tokenizer import CircuitTokenizer\n",
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"from genQC.benchmark.bench_compilation import SpecialUnitaries\n",
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" repo_id=\"Floki00/cirdit_multimodal_compile_3to5qubit_v1.1\", \n",
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" device=device)\n",
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"\n",
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"pipeline.scheduler = DPMScheduler.from_scheduler(pipeline.scheduler)\n",
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"pipeline.scheduler_w = DPMScheduler.from_scheduler(pipeline.scheduler_w)\n",
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"\n",
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"pipeline.scheduler.set_timesteps(40) \n",
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"pipeline.scheduler_w.set_timesteps(40) \n",
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"\n",
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"name": "stdout",
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"output_type": "stream",
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"text": [
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" »\n",
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"q0 : ────────────────────────●────────────────────●───────────●───────╳─»\n",
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" │ ╭───╮ │ ╭────┴─────╮ │ »\n",
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"q1 : ────────────────────────┼───────╳─┤ h ├──────┼──────┤ r1(1.25) ├─┼─»\n",
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" │ │ ╰───╯╭─────┴─────╮╰──────────╯ │ »\n",
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"q2 : ───────────●────────────┼───────╳──────┤ r1(6.253) ├─────────────┼─»\n",
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" ╭───╮╭─────┴─────╮╭─────┴─────╮ ╰───────────╯ │ »\n",
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"q3 : ┤ h ├┤ r1(1.571) ├┤ r1(7.191) ├──────────────────────────────────╳─»\n",
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" ╰───╯╰───────────╯╰───────────╯ »\n",
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" »\n",
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"q0 : ─────────────────────────────●─────────────────────────────────●───────»\n",
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" │ ╭───╮ │ »\n",
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"q1 : ─────────────────────────────┼────────────●──────┤ h ├─╳───────┼───────»\n",
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" ╭───╮╭─────┴─────╮╭─────┴─────╮╰───╯ │ │ »\n",
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"q2 : ───────────●──────┤ h ├┤ r1(7.214) ├┤ r1(1.734) ├──────╳───────┼───────»\n",
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" ╭───╮╭─────┴─────╮╰───╯╰───────────╯╰───────────╯ ╭─────┴──────╮»\n",
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"q3 : ┤ h ├┤ r1(1.618) ├───────────────────────────────────────┤ r1(0.4644) ├»\n",
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" ╰───╯╰───────────╯ ╰────────────╯»\n",
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"\n",
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"################################################################################\n",
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"\n",
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" \n",
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"─────────────────\n",
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" \n",
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"─────●───────────\n",
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"╭────┴─────╮╭───╮\n",
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"┤ r1(1.59) ├┤ h ├\n",
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"╰──┬───┬───╯╰───╯\n",
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"───┤ h ├─────────\n",
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" ╰───╯ \n",
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" \n",
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"──────╳───────────────────\n",
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" │ \n",
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"──●───┼───────────────────\n",
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"╭─┴─╮ │ \n",
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"┤ x ├─┼───────●───────────\n",
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"╰─┬─╯ │ ╭─────┴─────╮╭───╮\n",
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"──●───╳─┤ r1(7.758) ├┤ h ├\n",
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" ╰───────────╯╰───╯\n",
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"\n"
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]
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}
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"id": "293e9a2f",
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"metadata": {},
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"source": [
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"#### Synthesis of discrete-continuous quantum circuits with multimodal diffusion models\n",
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"\n",
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"``` latex\n",
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"@article{furrutter2025synthesis,\n",
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"\ttitle = {Synthesis of discrete–continuous quantum circuits with multimodal diffusion models},\n",
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"\tauthor = {Fürrutter, Florian and Chandani, Zohim and Hamamura, Ikko and Briegel, Hans J and Muñoz-Gil, Gorka},\n",
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"\tdoi = {10.1088/2632-2153/ae5b21},\n",
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"\turl = {https://doi.org/10.1088/2632-2153/ae5b21},\n",
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"\tyear = {2026},\n",
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"\tmonth = {apr},\n",
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"\tpublisher = {IOP Publishing},\n",
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"\tjournal = {Machine Learning: Science and Technology},\n",
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"\tvolume = {7},\n",
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"\tnumber = {2},\n",
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"\tpages = {025065},\t\n",
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"}\n",
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"```\n",
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"\n",
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"#### Quantum circuit synthesis with diffusion models\n",
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"\n",
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"``` latex\n",
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"@article{furrutter2024quantum,\n",
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" title={Quantum circuit synthesis with diffusion models},\n",
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" author={F{\\\"u}rrutter, Florian and Mu{\\~n}oz-Gil, Gorka and Briegel, Hans J},\n",
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" journal={Nature Machine Intelligence},\n",
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" doi = {https://doi.org/10.1038/s42256-024-00831-9},\n",
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" vol = {6},\n",
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" pages = {515-–524},\n",
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" pages={1--10},\n",
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" year={2024},\n",
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" publisher={Nature Publishing Group UK London}\n",
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" title={Quantum circuit synthesis with diffusion models},\n",
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" author={F{\\\"u}rrutter, Florian and Mu{\\~n}oz-Gil, Gorka and Briegel, Hans J},\n",
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" journal={Nature Machine Intelligence},\n",
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" doi = {https://doi.org/10.1038/s42256-024-00831-9},\n",
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" vol = {6},\n",
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" pages = {515-–524},\n",
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" pages={1--10},\n",
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" year={2024},\n",
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" publisher={Nature Publishing Group UK London}\n",
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"}\n",
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"```"
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]

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