QiML 2.0: Speed-Ups, Scalability, and Performance for New Machine Learning Era
Explore quantum-inspired machine learning advancements, including dequantized algorithms, tensor network approximations, and scalability improvements for healthcare applications and complex systems.
FDA Good Machine Learning Practice Guidelines and Practical Quantum-inspired Machine Learning 2.0
Explore FDA guidelines for AI/ML in medical devices and quantum-inspired machine learning approaches. Gain insights into safe, effective implementations and recent approvals for medical analysis.
Tensor Networks vs. PCA and PLS for High Dimensional Medical Datasets
Explore dimensionality reduction techniques for high-dimensional medical data. Compare tensor networks with PCA and PLS, gaining insights on their applications and effectiveness in handling complex datasets.
LLM Explainability and Controllability Improvements with Tensor Networks
Explore how Tensor Networks enhance explainability and controllability of Large Language Models, focusing on transformer self-attention and multi-layer perceptron layer modifications.
How to Re-Code LLMs Layer by Layer with Tensor Network Substitutions
Explore strategies for recoding Large Language Models using tensor network substitutions to enhance explainability, compression, and performance on smaller devices.
Drug Discovery Generative AI: End-to-End De Novo Proteins and Tensor Networks
Explore advanced protein design using generative AI, focusing on a novel diffusion model for creating proteins with specific mechanical properties. Learn about model architecture and potential tensor network enhancements.
Revisiting the Classics: Turning Old Ideas into New Methods with Tensor Networks
Explore innovative approaches to high-dimensional problem-solving by combining classic methods with tensor networks, unlocking new possibilities in quantum simulations and differential equations.
Quantum Simulation of Conformal Field Theory
Explore quantum algorithms for simulating conformal field theory dynamics and local conformal transformations in scaling-symmetric systems.
Quantum-Circuit Models for Many-Body Physics Out of Equilibrium - Lecture 2
Explore quantum-circuit models for non-equilibrium many-body physics, focusing on advanced concepts and applications in this cutting-edge field of quantum mechanics.
Quantum-Circuit Models for Many-Body Physics Out of Equilibrium - Lecture 5
Explore quantum-circuit models for non-equilibrium many-body physics with Lorenzo Piroli, delving into advanced concepts and theoretical frameworks.
The Physics of LDPC Codes - Part 3
Explore advanced concepts in Low-Density Parity-Check codes, focusing on their applications in quantum error correction and ultra-quantum matter physics.
Tensor Networks
Explore tensor networks' applications in quantum physics, condensed matter, and machine learning with expert David Pérez-García in this comprehensive workshop.