Simons Institute Courses

Error Correction with Hybrid-Fusions in Quantum Coding Theory

Explore hybrid-fusion architecture for quantum error correction using XZZX surface code, focusing on biased-erasure noise in metastable Yb qubits and its high thresholds and low overheads.

• YouTube
• 45 minutes
• Self-Paced
• Free Video

Viderman's Algorithm for Quantum LDPC Codes

Explore Viderman's Algorithm for quantum LDPC codes, examining its applications and implications in quantum error correction and coding theory.

• YouTube
• 40 minutes
• Self-Paced
• Free Video

Fault Tolerance of Stabilizer Channels

Explore quantum error correction and fault tolerance in stabilizer channels, focusing on recent advancements and their implications for quantum computing systems.

• YouTube
• 51 minutes
• Self-Paced
• Free Video

Low-Overhead Fault Tolerance in Two Dimensions

Explore a fault-tolerance scheme achieving low space overhead using geometrically local circuits, addressing limitations in quantum coding theory and syndrome extraction.

• YouTube
• 35 minutes
• Self-Paced
• Free Video

What is Your Logical Qubit? Understanding Quantum Error Correction

Explore quantum error correction, logical qubits, and operations in this talk. Understand key differences and importance in recent experimental reports on quantum computing advancements.

• YouTube
• 56 minutes
• Self-Paced
• Free Video

Layer Codes - Advances in Quantum Coding Theory

Explore advanced quantum coding theory with a focus on layer codes, examining their structure and applications in quantum information processing.

• YouTube
• 48 minutes
• Self-Paced
• Free Video

Decoding Quantum Low Density Parity Check Codes

Explore quantum LDPC code decoders, focusing on belief propagation variants. Learn about challenges, performance improvements, and practical applications in quantum error correction.

• YouTube
• 50 minutes
• Self-Paced
• Free Video

Introduction to qLDPC Codes

Explore quantum low-density parity-check codes, their applications in quantum error correction, and recent advancements in the field of quantum coding theory.

• YouTube
• 1 hour 7 minutes
• Self-Paced
• Free Video

High-Threshold and Low-Overhead Fault-Tolerant Quantum Memory

Explores a novel quantum error correction protocol with high encoding rate, achieving 0.8% error threshold. Demonstrates potential for efficient fault-tolerant quantum memory using fewer physical qubits.

• YouTube
• 47 minutes
• Self-Paced
• Free Video

Scallop: A Language for Neurosymbolic Programming

Explore Scallop, a programming language for neurosymbolic learning that combines classical algorithms and deep learning, offering efficient solutions for complex machine learning challenges.

• YouTube
• 35 minutes
• Self-Paced
• Free Video

Factorized Graph Neural Networks - With Some Algebraic Cheating

Explore node classification in graphs using factorized representations and algebraic amplification for efficient compatibility estimation and label propagation, even with extremely sparse data.

• YouTube
• 29 minutes
• Self-Paced
• Free Video

Deep Learning and the Relational Algebra

Exploring the integration of machine learning inference in query processing, including tensor operations and autograd in relational algebra, with insights from early research experiences.

• YouTube
• 32 minutes
• Self-Paced
• Free Video

Logic and Algebras for Distributed Computing - Applications and Open Questions

Exploring connections between distributed computing and formal program representations, unifying logic and algebra-based approaches for practical language design and theoretical proofs.

• YouTube
• 1 hour 1 minute
• Self-Paced
• Free Video

Datalog and Equality Saturation

Explore connections between Datalog and equality saturation, covering applications, relationships to the chase, and new query evaluation techniques for optimized compiler design.

• YouTube
• 1 hour 1 minute
• Self-Paced
• Free Video

Causal Data Integration

Techniques for integrating datasets with unobserved confounding variables and summarizing causal DAGs to address data management challenges in causal inference.

• YouTube
• 28 minutes
• Self-Paced
• Free Video