# 论文复现代码 [](https://gitee.com/mindspore/docs/blob/r2.2/docs/mindquantum/docs/source_zh_cn/paper_with_code.md) | 代码实现 | 论文 | | ----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | --------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | | [URL](https://gitee.com/mindspore/mindquantum/blob/research/paper_with_code/approximate_quantum_gates_compilation_with_self_navigation_algorithm/GC_via_SN_algorithm.ipynb) | [Approximate quantum gates compiling with self-navigation algorithm](https://arxiv.org/abs/2204.02555) | | [URL](https://gitee.com/mindspore/mindquantum/tree/research/paper_with_code/long_range_vqe) | [Variational quantum simulation of long-range interacting systems](https://arxiv.org/abs/2203.14281) | | [URL](https://gitee.com/mindspore/mindquantum/tree/research/paper_with_code/modularized_and_scalable_compilation_for_double_quantum_dot_quatum_computing) | [Modularized and Scalable Compilation for Double Quantum Dot Quatum Computing](https://arxiv.org/abs/2211.05300) | | [URL](https://gitee.com/mindspore/mindquantum/tree/research/paper_with_code/symmetry_enhanced_variational_quantum_spin_eigensolver) | [Symmetry enhanced variational quantum spin eigensolver](https://arxiv.org/abs/2203.02444) | | [URL](https://gitee.com/mindspore/mindquantum/tree/research/paper_recurrence/2021/02_hw86909202) | [qubit-ADAPT-VQE: An adaptive algorithm for constructing hardware-efficient ansatze on a quantum processor](https://arxiv.org/abs/1911.10205) | | [URL](https://gitee.com/mindspore/mindquantum/tree/research/paper_recurrence/2021/04_Magi) | [Reachability Deficits in Quantum Approximate Optimization](https://arxiv.org/abs/1906.11259) | | [URL](https://gitee.com/mindspore/mindquantum/tree/research/paper_recurrence/2021/05_hw_008615959957849_01) | [Microcanonical and finite-temperature ab initio molecular dynamics simulations on quantum computers](https://arxiv.org/abs/2008.08144v1) | | [URL](https://gitee.com/mindspore/mindquantum/tree/research/paper_recurrence/2021/06_hw08624896) | [Accelerated variational algorithms for digital quantum simulation of the many-body ground states](https://arxiv.org/abs/2006.09415) | | [URL](https://gitee.com/mindspore/mindquantum/tree/research/paper_recurrence/2021/09_big91987) | [Quantum generative adversarial networks](https://arxiv.org/abs/1804.08641) | | [URL](https://gitee.com/mindspore/mindquantum/blob/research/paper_recurrence/2021/10_Mr_Tang754/main.ipynb) | [An aritifical neuron implemented on an actual quantum processor](https://arxiv.org/abs/1811.02266) | | [URL](https://gitee.com/mindspore/mindquantum/blob/research/paper_recurrence/2021/12_hid_b4uryzmyfxuzzn1/main.ipynb) | [Barren Plateaus in Quantum Neural Network Training Landscape](https://www.nature.com/articles/s41467-018-07090-4) | | [URL](https://gitee.com/mindspore/mindquantum/blob/research/paper_recurrence/2021/13_waikikilck/main.ipynb) | [Universal quantum state preparation via revised greedy algorithm](https://arxiv.org/pdf/2108.03351.pdf) | | [URL](https://gitee.com/mindspore/mindquantum/blob/research/paper_recurrence/2021/15_firing_feather/main.ipynb) | [When does reinforcement learning stand out in quantum control? A comparative study on state preparation](https://arxiv.org/abs/1902.02157) | | [URL](https://gitee.com/mindspore/mindquantum/blob/research/paper_recurrence/2021/19_Rebecca/main.ipynb) | [Capacity and quantum geometry of parametrized quantum circuits](https://arxiv.org/abs/2102.01659) | | [URL](https://gitee.com/mindspore/mindquantum/blob/research/paper_recurrence/2021/20_faketrue/main.ipynb) | [Improving the Performance of Deep Quantum Optimization Algorithms with Continuous Gate Sets](https://arxiv.org/abs/2005.05275) | | [URL](https://gitee.com/mindspore/mindquantum/blob/research/paper_recurrence/2021/21_waikikilick/main.ipynb) | [Deep reinforcement learning for universal quantum state preparation via dynamic pulse control](https://doi.org/10.1140/epjqt/s40507-021-00119-6) | | [URL](https://gitee.com/mindspore/mindquantum/blob/research/paper_recurrence/2021/22_hw33393305/main.ipynb) | [Blind quantum machine learning based on quantum circuit model](https://link.springer.com/article/10.1007/s11128-021-03301-y) | | [URL](https://gitee.com/mindspore/mindquantum/blob/research/paper_recurrence/2021/24_hw_008613816232674_01/main.ipynb) | [Quantum simulation with hybrid tensor networks](https://arxiv.org/abs/2007.00958) | | [URL](https://gitee.com/mindspore/mindquantum/blob/research/paper_recurrence/2021/28_hid_r3jndb66c0zbhr9/main.ipynb) | [Introduction to Quantum Reinforcement Learning: Theory and PennyLane-based Implementation](https://arxiv.org/abs/2108.06849) | | [URL](https://gitee.com/mindspore/mindquantum/tree/research/paper_recurrence/2021/30_hw_008613571866975_01) | [Stochastic gradient descent for hybrid quantum-classical optimization](https://arxiv.org/abs/1910.01155) | | [URL](https://gitee.com/mindspore/mindquantum/blob/research/paper_recurrence/2021/35_Mr_Tang754/main.ipynb) | [A hybrid classical-quantum approach for multi-class classification](https://link.springer.com/article/10.1007/s11128-021-03029-9) | | [URL1](https://gitee.com/mindspore/mindquantum/blob/research/paper_recurrence/2021/38_lolo1222/main.ipynb), [URL2](https://gitee.com/mindspore/mindquantum/tree/research/paper_recurrence/2023/53_your_lili) | [Variational Quantum Singular Value Deposition](https://arxiv.org/abs/2006.02336) | | [URL](https://gitee.com/mindspore/mindquantum/blob/research/paper_recurrence/2021/48_kyrrego/main.ipynb) | [Grand Unification of Quantum Algorithms](https://arxiv.org/abs/2105.02859) | | [URL](https://gitee.com/mindspore/mindquantum/blob/research/paper_recurrence/2021/50_hw_008613816232674_01/main.ipynb) | [Variational ansatz-based quantum simulation of imaginary time evolution](https://www.nature.com/articles/s41534-019-0187-2) | | [URL1](https://gitee.com/mindspore/mindquantum/tree/research/paper_recurrence/2022/11_hw58695368), [URL2](https://gitee.com/mindspore/mindquantum/tree/research/paper_recurrence/2022/11_richybai), [URL3](https://gitee.com/mindspore/mindquantum/blob/research/paper_recurrence/2022/11_xhliang05/readme.ipynb) | [Variational Quantum Optimization with Multi-Basis Encodings](https://arxiv.org/abs/2106.13304) | | [URL1](https://gitee.com/mindspore/mindquantum/blob/research/paper_recurrence/2022/12_chzh32/readme.ipynb),[URL2](https://gitee.com/mindspore/mindquantum/tree/research/paper_recurrence/2022/12_richybai) | [Faking and Discriminating the Navigation Data of a Micro Aerial Vehicle Using Quantum Generative Adversarial Networks](https://arxiv.org/abs/1907.03038v3) | | [URL1](https://gitee.com/mindspore/mindquantum/blob/research/paper_recurrence/2022/13_arapat/readme.ipynb),[URL2](https://gitee.com/mindspore/mindquantum/tree/research/paper_recurrence/2022/13_richybai),[URL3](https://gitee.com/mindspore/mindquantum/blob/research/paper_recurrence/2022/13_xianhe_hw_008617620895776_01/MetaQAOA-MaxCut%E6%A8%A1%E5%9E%8B%E8%87%AA%E9%AA%8C%E6%8A%A5%E5%91%8A.md) | [A Quantum Approximate Optimization Algorithm with Metalearning for MaxCut Problem and Its Simulation via TensorFlow Quantum](https://www.hindawi.com/journals/mpe/2021/6655455/) | | [URL1](https://gitee.com/mindspore/mindquantum/tree/research/paper_recurrence/2022/14_richybai),[URL2](https://gitee.com/mindspore/mindquantum/blob/research/paper_recurrence/2022/14_waikikilick/readme.ipynb) | [A Parameter Initialization Method for Variational Quantum Algorithms to Mitigate Barren Plateaus Based on Transfer Learning](https://arxiv.org/abs/2112.10952v1) | | [URL1](https://gitee.com/mindspore/mindquantum/tree/research/paper_recurrence/2022/15_durga),[URL2](https://gitee.com/mindspore/mindquantum/tree/research/paper_recurrence/2022/15_hw58695368),[URL3](https://gitee.com/mindspore/mindquantum/blob/research/paper_recurrence/2022/15_hw_008617852167951_01/readme.ipynb),[URL4](https://gitee.com/mindspore/mindquantum/blob/research/paper_recurrence/2022/15_miaomiaomiao/readme.ipynb),[URL5](https://gitee.com/mindspore/mindquantum/tree/research/paper_recurrence/2022/15_richybai) | [An Application of Quantum Machine Learning on Quantum Correlated Systems: Quantum Convolutional Neural Network as a Classifier for Many-Body Wavefunctions from the Quantum Variational Eigensolver](https://arxiv.org/abs/2111.05076) | | [URL](https://gitee.com/mindspore/mindquantum/tree/research/paper_recurrence/2023/01_whisky98) | [Koopman operator learning for accelerating quantum optimization and machine learning](https://arxiv.org/abs/2211.01365) | | [URL](https://gitee.com/mindspore/mindquantum/tree/research/paper_recurrence/2023/03_faketrue) | [Equivalence Checking of Parameterized Quantum Circuit](https://arxiv.org/abs/2210.12166) | | [URL](https://gitee.com/mindspore/mindquantum/tree/research/paper_recurrence/2023/05_hid_b4uryzmyfxuzzn1) | [Avoiding Barren Plateaus Using Classical Shadows](https://journals.aps.org/prxquantum/abstract/10.1103/PRXQuantum.3.020365) | | [URL](https://gitee.com/mindspore/mindquantum/blob/research/paper_recurrence/2023/07_waikikilick/readme.ipynb) | [QAOA-in-QAOA: solving large-scale MaxCut problems on small quantum machines](https://arxiv.org/abs/2205.11762) | | [URL](https://gitee.com/mindspore/mindquantum/tree/research/paper_recurrence/2023/17_hw_008615201439470/17_hw_008615201439470) | [Towards Perturbation Theory Methods on a Quantum Computer](https://arxiv.org/abs/2206.14955) | | [URL](https://gitee.com/mindspore/mindquantum/blob/research/paper_recurrence/2023/18_hw58695368/main.ipynb) | [Obstacles to State Preparation and Variational Optimization from Symmetry Protection](https://arxiv.org/abs/1910.08980) | | [URL](https://gitee.com/mindspore/mindquantum/blob/research/paper_recurrence/2023/19_Mr_Tang754/main.ipynb) | [Digitized-counterdiabatic quantum approximate optimization algorithm](https://arxiv.org/abs/2107.02789) | | [URL](https://gitee.com/mindspore/mindquantum/blob/research/paper_recurrence/2023/21_yjshun/main.ipynb) | [Quantum neural network classifiers: A tutorial](https://scipost.org/SciPostPhysLectNotes.61) | | [URL](https://gitee.com/mindspore/mindquantum/blob/research/paper_recurrence/2023/22_waikikilick/readme.ipynb#https://gitee.com/link?target=https%3A%2F%2Farxiv.org%2Fabs%2F2205.11198) | [Variational Quantum Eigensolver Ansatz for the J1-J2-model](https://arxiv.org/abs/2205.11198) | | [URL](https://gitee.com/mindspore/mindquantum/tree/research/paper_recurrence/2023/23_your_lili) | [Quantum variational learning for entanglement witnessing](https://arxiv.org/abs/2205.10429) | | [URL](https://gitee.com/mindspore/mindquantum/blob/research/paper_recurrence/2023/24_chzh32/readme.ipynb) | [Multiqubit state learning with entangling quantum generative adversarial networks](https://journals.aps.org/pra/abstract/10.1103/PhysRevA.106.032429) | | [URL](https://gitee.com/mindspore/mindquantum/tree/research/paper_recurrence/2023/30_jiawang_yu) | [A Classical-Quantum Convolutional Neural Network for Detecting Pneumonia from Chest Radiographs](https://arxiv.org/abs/2202.10452) | | [URL](https://gitee.com/mindspore/mindquantum/blob/research/paper_recurrence/2023/38_jiawang_yu/main.ipynb) | [Variational Quantum Linear Solver](https://arxiv.org/abs/1909.05820) | | [URL](https://gitee.com/mindspore/mindquantum/tree/research/paper_recurrence/2023/40_hw58695368) | [Variational Quantum Factoring](https://arxiv.org/abs/1808.08927) | | [URL](https://gitee.com/mindspore/mindquantum/tree/research/paper_recurrence/2023/47_richybai) | [Image Compression and Classification Using Qubits and Quantum Deep Learning](https://arxiv.org/abs/2110.05476) | | [URL](https://gitee.com/mindspore/mindquantum/tree/research/paper_recurrence/2023/51_your_lili) | [Simulation of Modular Exponentiation Circuit for Shor’s Algorithm in Qiskit](https://ieeexplore.ieee.org/document/9310794) | | [URL](https://gitee.com/mindspore/mindquantum/blob/research/paper_recurrence/2023/54_hid_tk1zaoo2lfzd3jw/main.ipynb) | [Variational quantum algorithms for trace norms and their applications](https://arxiv.org/abs/2012.05768) | | [URL](https://gitee.com/mindspore/mindquantum/tree/research/paper_recurrence/2023/64_your_lili) | [Quantum communication for wireless wide-area networks](https://ieeexplore.ieee.org/document/1461505) |