Tutorial: Decoding Quantum Errors on the Steane code with Belief Propagation & Catalyst

demonstrations/tutorial_bp_catalyst.metadata.json

@@ -0,0 +1,102 @@
+{
+  "title": "Decoding Quantum Errors on the Steane code with Belief Propagation & Catalyst",
+  "authors": [
+    {
+      "username": "tomginsberg"
+    }
+  ],
+  "dateOfPublication": "2025-05-14T00:00:00+00:00",
+  "dateOfLastModification": "2025-05-14T00:00:00+00:00",
+  "categories": ["Quantum Computing"],
+  "tags": ["quantum error correction", "css codes", "belief propagation"],
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+  "seoDescription": "Learn how to decode CSS codes using belief propagation with JAX, Pennylane and Catalyst",
+  "doi": "",
+  "references": [
+    {
+      "id": "Pesah2023",
+      "type": "webpage",
+      "title": "The stabilizer trilogy I — Stabilizer codes",
+      "authors": "Arthur Pesah",
+      "year": "2023",
+      "url": "https://arthurpesah.me/blog/2023-01-31-stabilizer-formalism-1/"
+    },
+    {
+      "id": "Wiberg2001",
+      "type": "phdthesis",
+      "title": "Codes and Decoding on General Graphs",
+      "authors": "Niclas Wiberg",
+      "year": "2001",
+      "url": "https://www.essrl.wustl.edu/~jao/itrg/wiberg.pdf"
+    },
+    {
+      "id": "Panteleev2019",
+      "type": "preprint",
+      "title": "Degenerate Quantum LDPC Codes With Good Finite Length Performance",
+      "authors": "Pavel Panteleev",
+      "year": "2019",
+      "url": "https://arxiv.org/abs/1904.02703v3"
+    },
+    {
+      "id": "Hillmann2024",
+      "type": "preprint",
+      "title": "Localized statistics decoding: A parallel decoding algorithm for quantum low-density parity-check codes",
+      "authors": "Timo Hillmann",
+      "year": "2024",
+      "url": "https://arxiv.org/abs/2406.18655v1"
+    },
+    {
+      "id": "Wolanski2024",
+      "type": "preprint",
+      "title": "Ambiguity Clustering: an accurate and efficient decoder for qLDPC codes",
+      "authors": "Stasiu Wolanski",
+      "year": "2024",
+      "url": "https://arxiv.org/abs/2406.14527v2"
+    },
+    {
+      "id": "Loeliger2004",
+      "type": "article",
+      "title": "An introduction to factor graphs",
+      "authors": "Hans-Andrea Loeliger",
+      "year": "2004",
+      "url": "https://www.isiweb.ee.ethz.ch/papers/arch/aloe-2004-spmagffg.pdf"
+    },
+    {
+      "id": "Barber2012",
+      "type": "book",
+      "title": "Bayesian Reasoning and Machine Learning",
+      "authors": "David Barber",
+      "year": "2012",
+      "url": "http://web4.cs.ucl.ac.uk/staff/D.Barber/textbook/180325.pdf#page=107.50"
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+      "weight": 1
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+}