Merge remote-tracking branch 'origin/master' into eqnn_forcefield_qjit

Author: paul0403

demonstrations/gqe_training.metadata.json

@@ -9,7 +9,7 @@
         }
     ],
     "dateOfPublication": "2024-09-20T00:00:00+00:00",
-    "dateOfLastModification": "2024-10-07T00:00:00+00:00",
+    "dateOfLastModification": "2024-11-08T00:00:00+00:00",
     "categories": ["Quantum Machine Learning", "Quantum Chemistry", "Algorithms"],
     "tags": [],
     "previewImages": [

demonstrations/gqe_training.py

@@ -701,3 +701,7 @@ def generate(self, n_sequences, max_new_tokens, temperature=1.0, device="cpu"):
 #     Ashish Vaswani *et al.*, "Attention is All you Need". 
 #     Advances in Neural Information Processing Systems, 30 (2017)
 # 
+
+######################################################################
+# About the authors
+# -----------------

demonstrations/tutorial_adversarial_attacks_QML.metadata.json

@@ -10,7 +10,7 @@
         }
     ],
     "dateOfPublication": "2024-09-16T00:00:00+00:00",
-    "dateOfLastModification": "2024-10-07T00:00:00+00:00",
+    "dateOfLastModification": "2024-11-08T00:00:00+00:00",
     "categories": ["Quantum Machine Learning", "Quantum Computing"],
     "tags": ["Quantum machine learning", "QML", "Adversarial attacks", "Quantum security"],
     "previewImages": [

demonstrations/tutorial_adversarial_attacks_QML.py

@@ -463,5 +463,5 @@ def PGD(model, feats, labels, epsilon=0.1, alpha=0.01, num_iter=10):
 #
 
 ######################################################################
-# About the author
-# ----------------
+# About the authors
+# -----------------

demonstrations/tutorial_how_to_quantum_just_in_time_compile_vqe_catalyst.metadata.json

@@ -9,7 +9,7 @@
         }
     ],
     "dateOfPublication": "2024-04-26T00:00:00+00:00",
-    "dateOfLastModification": "2024-10-07T00:00:00+00:00",
+    "dateOfLastModification": "2024-11-08T00:00:00+00:00",
     "categories": [
         "Quantum Machine Learning",
         "Optimization",

demonstrations/tutorial_how_to_quantum_just_in_time_compile_vqe_catalyst.py

@@ -195,8 +195,8 @@ def optimization(params):
 #
 
 ######################################################################
-# About the author
-# ----------------
+# About the authors
+# -----------------
 #
 # .. include:: ../_static/authors/ali_asadi.txt
 #

demonstrations/tutorial_how_to_use_noise_models.metadata.json

@@ -6,7 +6,7 @@
         }
     ],
     "dateOfPublication": "2024-10-01T00:00:00+00:00",
-    "dateOfLastModification": "2024-10-07T00:00:00+00:00",
+    "dateOfLastModification": "2024-11-08T00:00:00+00:00",
     "categories": [
         "Quantum Computing",
         "How-to"

demonstrations/tutorial_how_to_use_quantum_arithmetic_operators.metadata.json

@@ -9,7 +9,7 @@
         }
     ],
     "dateOfPublication": "2024-11-05T00:00:00+00:00",
-    "dateOfLastModification": "2024-11-05T00:00:00+00:00",
+    "dateOfLastModification": "2024-11-08T00:00:00+00:00",
     "categories": [
         "Quantum Computing",
         "Algorithms",

demonstrations/tutorial_how_to_use_quantum_arithmetic_operators.py

@@ -354,3 +354,7 @@ def circuit_with_Poly(x,y):
 #     "Black-box quantum state preparation without arithmetic.",
 #     `arXiv:1807.03206 <https://arxiv.org/abs/1807.03206/>`__, 2018.
 #
+
+######################################################################
+# About the authors
+# -----------------

demonstrations/tutorial_qjit_compile_grovers_algorithm_with_catalyst.metadata.json

@@ -6,7 +6,7 @@
         }
     ],
     "dateOfPublication": "2024-11-07T00:00:00+00:00",
-    "dateOfLastModification": "2024-11-07T00:00:00+00:00",
+    "dateOfLastModification": "2024-11-08T00:00:00+00:00",
     "categories": [
         "Algorithms",
         "Devices and Performance",

demonstrations/tutorial_qjit_compile_grovers_algorithm_with_catalyst.py

@@ -397,3 +397,7 @@ def std_err(x):
 #
 #     The performance improvements that can be achieved with QJIT compilation will depend on the
 #     specific size and topology of your PennyLane circuit.
+
+######################################################################
+# About the author
+# ----------------