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docs/tutorials/01_chemistry_hamiltonian.ipynb

@@ -7,7 +7,7 @@
    "source": [
     "# Improving energy estimation of a Fermionic Hamiltonian with SQD\n",
     "\n",
-    "In this tutorial we implement a [Qiskit pattern](https://docs.quantum.ibm.com/guides/intro-to-patterns) showing how to post-process noisy quantum samples to find an approximation to the ground state of the $N_2$ molecule at equilibrium in the 6-31G basis set. We will use the sample-based quantum diagonalization (SQD) technique introduced by [Robledo Moreno et al., 2024](https://arxiv.org/abs/2405.05068). In order to account for the effect of quantum noise, the self-configuration recovery technique is used.\n",
+    "In this tutorial we implement a [Qiskit pattern](https://docs.quantum.ibm.com/guides/intro-to-patterns) showing how to post-process noisy quantum samples to find an approximation to the ground state of the $N_2$ molecule at equilibrium in the 6-31G basis set. We will use the sample-based quantum diagonalization (SQD) technique introduced by [Robledo-Moreno et al., 2024](https://arxiv.org/abs/2405.05068). In order to account for the effect of quantum noise, the self-configuration recovery technique is used.\n",
     "\n",
     "The pattern can be described in four steps:\n",
     "\n",

docs/tutorials/02_qubit_hamiltonian.ipynb

@@ -6,7 +6,7 @@
    "source": [
     "# Ground state energy estimation of a spin (qubit) Hamiltonian\n",
     "\n",
-    "In this tutorial we implement a [Qiskit pattern](https://docs.quantum.ibm.com/guides/intro-to-patterns) showing how to post-process quantum samples to compute an approximation to the ground state of a XX-Z spin-1/2 chain and two-point correlators. We will use the sample-based quantum diagonalization (SQD) technique introduced by [Robledo Moreno et al., 2024](https://arxiv.org/abs/2405.05068).\n",
+    "In this tutorial we implement a [Qiskit pattern](https://docs.quantum.ibm.com/guides/intro-to-patterns) showing how to post-process quantum samples to compute an approximation to the ground state of a XX-Z spin-1/2 chain and two-point correlators. We will use the sample-based quantum diagonalization (SQD) technique introduced by [Robledo-Moreno et al., 2024](https://arxiv.org/abs/2405.05068).\n",
     "\n",
     "While a Qiskit Pattern typically involves 4 steps, the aim of this tutorial is to focus on the post-processing of the samples obtained from a quantum circuit whose support coincides with that of the ground state. Consequently, we generate a synthetic set of bitstrings to define the subspace and do not design an ansatz nor sample from a quantum circuit in this tutorial.\n",
     "\n",