Emilio Peláez

accept single qubit in initialize to fix #8408

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### Summary To fix issue #8408, passes `qubits` through `QuantumCircuit.qbit_argument_conversion()` in the `initialize` function before creating the `Initialize` instruction to make sure they are formatted correctly. ### Details and comments...

add improved ansatze

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### Summary Following #8328, I've started to add the improved ansatze. First, I've added the tensor product ansatz, which at the moment can be used as follows: ```python from qiskit.circuit.library...

2 qubit universal variational form

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**Is your feature request related to a problem? Please describe.** In the [simple variational forms](https://qiskit.org/textbook/ch-applications/vqe-molecules.html#Simple-Variational-Forms) section of Simulating Molecules using VQE, a universal variational form circuit is given for the...

# Changes made I applied **Option 1** that I proposed in issue #1056 with slight changes. I changed the image for the one qubit variational form to show *U* instead...

[ENTRY] Self-learning distributions using a QFT sampler

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### Team Name: * Emilio Pelaez (worked by myself) ### Project Description: For this project, I used Qiskit to implement the self-learning algorithm introduced in [arXiv:2005.14075](https://arxiv.org/abs/2005.14075). This algorithm aims to...

from internal discussion: > did we want to set the number of shots based on device? To avoid overly costly ion trap jobs? For supermarq paper we set shots such...