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#Tensor Networks

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Santa Fe Institute

Swimming Without a Lifeguard in the Ocean of Ideas - Abstraction and Unsupervised Deep Learning

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Explore unsupervised deep learning techniques for discovering hierarchical latent feature spaces, improving interpretability and performance in downstream tasks, and bridging neural and symbolic learning systems.
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1 Lesons
1 hour 3 minutes
On-Demand
Free-Video
The Julia Programming Language

Introducing DMRjulia v1.0 - Tensor Network Computations in Julia

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Explore DMRjulia v1.0, a tensor network library for quantum systems modeling. Learn design principles, hardware optimization, and cutting-edge research applications in this comprehensive introduction.
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1 Lesons
28 minutes
On-Demand
Free-Video
The Julia Programming Language

Probabilistic Inference Using Contraction of Tensor Networks

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Explore probabilistic inference using tensor networks with TensorInference.jl. Learn exact methods for complex models, optimizing contraction sequences, and leveraging GPU technology for enhanced performance.
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1 Lesons
29 minutes
On-Demand
Free-Video
Institute for Advanced Study

Quantum Circuits, Cellular Automata and Tensor Networks - Ignacio Cirac

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Explore quantum circuits, cellular automata, and tensor networks, focusing on their representations, entanglement properties, and generalizations to quantum channels and measurement-assisted dynamics.
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10 Lesons
1 hour 10 minutes
On-Demand
Free-Video
Erwin Schrödinger International Institute for Mathematics and Physics (ESI)

Matrix Product Operator Algebras in Topological Order

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Explore matrix product operator algebras and their connection to topological order in 2D systems, focusing on MPO symmetries and their interpretation as weak Hopf algebra representations.
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1 Lesons
49 minutes
On-Demand
Free-Video
Centre de recherches mathématiques - CRM

Lower and Upper Bounds on the VC-Dimension of Tensor Network Models

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Explorez les limites de la dimension VC des modèles de réseaux de tenseurs. Apprenez les bornes supérieures et inférieures pour divers modèles de décomposition tensorielle et leurs implications pour l'apprentissage automatique.
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14 Lesons
53 minutes
On-Demand
Free-Video
Institute for Pure & Applied Mathematics (IPAM)

Tensor Networks for Machine Learning and Applications

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Explore tensor networks in machine learning, their benefits, and applications. Learn about model functions, optimization algorithms, and potential insights for matching architectures to data types.
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21 Lesons
31 minutes
On-Demand
Free-Video
Institute for Pure & Applied Mathematics (IPAM)

Conservative Adaptive Rank Integrators for Nonlinear Kinetic Models

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Explore low-rank time integrators for PDEs, including explicit and implicit schemes, with applications to Vlasov, heat, Fokker-Planck, and advection-diffusion equations.
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1 Lesons
49 minutes
On-Demand
Free-Video
Institute for Pure & Applied Mathematics (IPAM)

High-Dimensional PDEs, Tensor Networks, and Convex Optimization

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Explore innovative computational methods for high-dimensional PDEs using tensor networks and convex relaxations, addressing the curse of dimensionality with low-order statistics approximations.
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1 Lesons
53 minutes
On-Demand
Free-Video
BIMSA

Operator Algebras, Bi-Unitary Connections and Tensor Networks - Lecture 4

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Explore tensor categories as quantum symmetries, using Jones subfactor theory and bi-unitary connections to study 2D topological order and tensor networks.
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1 Lesons
1 hour 43 minutes
On-Demand
Free-Video
BIMSA

Operator Algebras, Bi-Unitary Connections and Tensor Networks - Lecture 2

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Explore tensor categories as quantum symmetries, using Jones subfactor theory and bi-unitary connections to study 2D topological order and tensor networks.
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1 Lesons
1 hour 42 minutes
On-Demand
Free-Video
BIMSA

Operator Algebras, Bi-Unitary Connections and Tensor Networks - Lecture 1

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Explore tensor categories as quantum symmetries, using Jones subfactor theory and bi-unitary connections to study 2D topological order and tensor networks.
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1 Lesons
1 hour 36 minutes
On-Demand
Free-Video
BIMSA

Operator Algebras, Tensor Categories and Tensor Networks in Topological Order

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Explore tensor networks in topological order using operator algebra techniques. Discover quantum symmetries and their mathematical representation through tensor categories.
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1 Lesons
1 hour 2 minutes
On-Demand
Free-Video
Institute for Pure & Applied Mathematics (IPAM)

Monogamy of Highly Symmetric States in Quantum Entanglement

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Explore entanglement limits in highly symmetric quantum states on complete graphs, using semidefinite programming and representation theory to solve long-standing problems.
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1 Lesons
55 minutes
On-Demand
Free-Video
Institute for Pure & Applied Mathematics (IPAM)

Defective Tensor Network Varieties

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Explore defective tensor networks and their anomalies in algebraic varieties, focusing on graph structure, dimensions, and unexpected deviations from parameter-based expectations.
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1 Lesons
52 minutes
On-Demand
Free-Video
Institute for Pure & Applied Mathematics (IPAM)

Tailoring Coupled Cluster Theory with Matrix Product States

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Explore the fusion of coupled cluster theory and DMRG for tackling strongly correlated systems in computational chemistry, with insights on mathematical and computational advancements.
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1 Lesons
54 minutes
On-Demand
Free-Video
Simons Institute

Tensor Network Toy Models of Holographic Dualities - Locality and Causality

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Explore holographic quantum error correcting codes as models for AdS/CFT correspondence, examining local Hamiltonian mappings and causal properties in bulk-boundary dualities.
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1 Lesons
1 hour
On-Demand
Free-Video
Galileo Galilei Institute

A Skein Theoretic Approach to CFT Correlators - Part 3

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Explore advanced skein theoretic techniques for analyzing conformal field theory correlators in this in-depth mathematical physics lecture.
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1 Lesons
1 hour 45 minutes
On-Demand
Free-Video
Galileo Galilei Institute

A Skein Theoretic Approach to CFT Correlators - Part 2

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Explore skein theoretic approaches to CFT correlators in this advanced physics lecture, delving into mathematical techniques for analyzing quantum field theories.
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1 Lesons
1 hour 47 minutes
On-Demand
Free-Video
International Centre for Theoretical Sciences

Introduction to Quantum Information Aspects of AdS/CFT - Lecture 2

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Explores quantum information in AdS/CFT correspondence, focusing on spacetime emergence, quantum gravity, and information theory applications in black hole physics and quantum field theories.
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1 Lesons
1 hour 32 minutes
On-Demand
Free-Video
International Centre for Theoretical Sciences

Introduction to Quantum Information Aspects of AdS/CFT - Lecture 3

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Explores quantum information in AdS/CFT correspondence, focusing on spacetime emergence, quantum gravity, and information theory applications in physics and many-body systems.
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1 Lesons
1 hour 33 minutes
On-Demand
Free-Video
Institute for Advanced Study

Entanglement and Phases of Matter

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Explore quantum entanglement's role in understanding phases of matter, with insights from Frank Verstraete on cutting-edge research in quantum information and condensed matter physics.
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1 Lesons
1 hour 26 minutes
On-Demand
Free-Video
ICTP-SAIFR

Entanglement Phase Transition and Holography on a Lattice

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Explore entanglement phase transitions and holography on lattices with insights from SISSA Trieste researcher Zhao Zhang in this advanced physics seminar.
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1 Lesons
1 hour 6 minutes
On-Demand
Free-Video
IPhT-TV

Advances in 2D Holography - Lecture 5

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Explore advanced concepts in 2D holography, delving into cutting-edge research and theoretical developments in this field of physics and quantum mechanics.
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1 Lesons
2 hours 51 minutes
On-Demand
Free-Video
IPhT-TV

Advances in 2D Holography - Lecture 4

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Explore advanced concepts in 2D holography, focusing on recent developments and their implications for theoretical physics and quantum gravity.
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1 Lesons
2 hours 23 minutes
On-Demand
Free-Video
IPhT-TV

Advances in 2D Holography - Lecture 3

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Explore cutting-edge developments in 2D holography, delving into advanced concepts and recent breakthroughs in this fascinating field of physics and optics.
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1 Lesons
2 hours 31 minutes
On-Demand
Free-Video
ICTP Condensed Matter and Statistical Physics

Understanding Quantum Spin Liquids on Triangular Lattice with Symmetry Breaking and Machine Learning

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Explore quantum spin liquids on triangular lattices using symmetry breaking and machine learning techniques to uncover novel states of matter.
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1 Lesons
28 minutes
On-Demand
Free-Video
ChemicalQDevice

Drug Discovery Generative AI Using Tensor Network GPT or BERT

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Explore generative AI applications in drug discovery using GPT and BERT models, focusing on ProtGPT2 for protein sequence generation and ProtBert for protein structure analysis.
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1 Lesons
1 hour 1 minute
On-Demand
Free-Video
Centre for Quantum Technologies

TensorCircuit - A Quantum Software Framework for the NISQ Era

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Explore TensorCircuit, an advanced quantum circuit simulator leveraging tensor networks and machine learning frameworks for enhanced quantum computing simulation and variational algorithms.
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1 Lesons
40 minutes
On-Demand
Free-Video
Squid: Schools for Quantum Information Development

Shallow Shadows: Expectation Estimation Using Low-Depth Random Clifford Circuits

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Explore quantum state measurement optimization through random Clifford circuits, focusing on efficient estimation techniques and practical applications in one-dimensional quantum systems.
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9 Lesons
12 minutes
On-Demand
Free-Video
Simons Institute

Classical Simulation of Quantum Many-body Systems with Tensor Networks

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Explore tensor networks for simulating quantum many-body systems, focusing on matrix product states and branching mirror techniques in quantum computation challenges.
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10 Lesons
45 minutes
On-Demand
Free-Video
Institute for Pure & Applied Mathematics (IPAM)

Tropical Tensor Networks

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Unified tensor network approach for spin glasses using tropical algebra, enabling ground state energy computation, optimal configuration identification, and solution counting. Combines graphical models and quantum circuit simulation.
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15 Lesons
25 minutes
On-Demand
Free-Video
Institute for Pure & Applied Mathematics (IPAM)

Tensor Networks -QC-DMRG- in a Complete Active Space Coupled Cluster Method

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Explore tensor networks in quantum mechanics, focusing on their application in coupled cluster methods for modeling strongly correlated systems and computing dynamical correlations.
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15 Lesons
1 hour 3 minutes
On-Demand
Free-Video
Institute for Pure & Applied Mathematics (IPAM)

Arithmetic Tensor Networks and Integration - IPAM at UCLA

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Explore arithmetic tensor networks and their applications in function integration, with insights on exact and approximate contraction methods and their implications for various mathematical problems.
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23 Lesons
32 minutes
On-Demand
Free-Video
Institute for Pure & Applied Mathematics (IPAM)

New Approaches in Simulation of Transition Paths - IPAM at UCLA

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Explores tensor methods for simulating chemical transition processes, focusing on compressing high-dimensional PDE functions and introducing a novel tensor-network generative modeling approach without optimization.
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1 Lesons
48 minutes
On-Demand
Free-Video
Simons Institute

Probing the Limits of Classical Computing with Arbitrarily Connected Quantum Circuits

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Explore the computational gap between classical and quantum computers through random circuit sampling in highly connected geometries, focusing on limitations and potential improvements.
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1 Lesons
46 minutes
On-Demand
Free-Video
Simons Institute

Certifying Almost All Quantum States with Few Single-Qubit Measurements

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Innovative technique for certifying n-qubit states using O(n^2) single-qubit measurements, with applications in quantum system benchmarking and circuit optimization.
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1 Lesons
49 minutes
On-Demand
Free-Video
Simons Institute

Quantum Lego - Constructing Quantum Error Correcting Codes Using Tensor Networks

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Explore quantum error correction using tensor networks, constructing large codes from smaller ones and efficiently computing quantum weight enumerators for exact code distance determination.
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1 Lesons
30 minutes
On-Demand
Free-Video
Institute for Pure & Applied Mathematics (IPAM)

Discreteness of Asymptotic Tensor Ranks

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Explores discreteness in asymptotic tensor parameters, proving general theorems and new lower bounds for asymptotic subrank of tensors, with applications in algebraic complexity and quantum information.
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1 Lesons
40 minutes
On-Demand
Free-Video
Institute for Pure & Applied Mathematics (IPAM)

Arbitrary Tensor Network Algorithm: Theory, Methods and Applications

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Explore arbitrary tensor network algorithms for complex systems modeling, covering theory, methods, and applications in probabilistic graphical models and quantum circuit simulations.
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1 Lesons
44 minutes
On-Demand
Free-Video
Institute for Pure & Applied Mathematics (IPAM)

News on Tensor Networks for Machine Learning and Quantum Computing Simulation

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Explore recent advancements in tensor networks for enhancing machine learning and simulating quantum processors, covering deep neural networks, convolutional networks, and large language models.
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1 Lesons
1 hour 8 minutes
On-Demand
Free-Video
Institute for Pure & Applied Mathematics (IPAM)

Benchmarking NISQ and QEC Experiments with Tensor Networks

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Explore tensor network applications in quantum computing, including optimized contraction schemes for NISQ experiments and a maximum-likelihood decoder for quantum error correction benchmarking.
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1 Lesons
1 hour 21 minutes
On-Demand
Free-Video
Institute for Pure & Applied Mathematics (IPAM)

Geometry of Tensor Networks and Tensor Invariants

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Explore geometric aspects of tensor networks and invariants, focusing on their applications in mathematics and theoretical physics.
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1 Lesons
1 hour 8 minutes
On-Demand
Free-Video
Institute for Pure & Applied Mathematics (IPAM)

Quantum Simulation of Condensed Matter Using Trotterized Entanglement Renormalization

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Explore quantum simulation of strongly-correlated matter using MERA-based variational quantum eigensolver. Learn about implementation on NISQ devices, gradient-based optimization, and experimental tests on ion-trap devices.
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1 Lesons
52 minutes
On-Demand
Free-Video
Institute for Pure & Applied Mathematics (IPAM)

Tensor Networks and the Negative Sign Problem

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Explore tensor networks and the negative sign problem in quantum systems, examining simulation challenges and correlation implications for systems with negative Hamiltonian entries.
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1 Lesons
51 minutes
On-Demand
Free-Video
Simons Institute

Circuit-To-Hamiltonian Mapping Using Tensor Networks and Fault Tolerance

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Explores novel circuit-to-Hamiltonian mapping using tensor networks, avoiding clock registers. Discusses implications for quantum complexity, fault tolerance, and the quantum PCP conjecture.
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1 Lesons
36 minutes
On-Demand
Free-Video
Institute for Pure & Applied Mathematics (IPAM)

Synergy Between Quantum Circuits and Tensor Networks - IPAM at UCLA

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Explore synergies between parametrized quantum circuits and tensor networks, addressing optimization challenges and enhancing performance in quantum computing applications.
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1 Lesons
47 minutes
On-Demand
Free-Video
Institute for Pure & Applied Mathematics (IPAM)

Lower Bounding Ground State Energies Through Renormalization and Tensor Networks

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Explore techniques for lower bounding ground state energies in quantum systems using renormalization and tensor networks, presented by Norbert Schuch from the University of Vienna.
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1 Lesons
1 hour 1 minute
On-Demand
Free-Video
Erwin Schrödinger International Institute for Mathematics and Physics (ESI)

Tensors, State-Sum Topological Field Theories and the Evaluation of Extruded Graphs

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Explore three-dimensional topological field theories, tensor network models, and graph evaluations in relation to state-sum constructions and surface defects.
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1 Lesons
1 hour 11 minutes
On-Demand
Free-Video
Erwin Schrödinger International Institute for Mathematics and Physics (ESI)

Condensation and Stability of Topological Order in Tensor Networks

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Explore quantum topological order stability in tensor networks, focusing on connections to condensation of topological excitations and implications for 3D discrete gauge theories.
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1 Lesons
54 minutes
On-Demand
Free-Video
Erwin Schrödinger International Institute for Mathematics and Physics (ESI)

Thermalization of Quantum Memories - A Tensor Networks Approach

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Explore thermalization of quantum memories using tensor networks, focusing on 2D Kitaev's quantum double models and their Gibbs state representation as PEPS.
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1 Lesons
1 hour 12 minutes
On-Demand
Free-Video
Erwin Schrödinger International Institute for Mathematics and Physics (ESI)

An Effective Field Theory for Holographic Random Matchgate Tensor Networks

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Explore effective field theory for random matchgate tensor networks, analyzing phase transitions and topological connections in 2D systems with open physical boundaries.
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1 Lesons
1 hour 15 minutes
On-Demand
Free-Video
Erwin Schrödinger International Institute for Mathematics and Physics (ESI)

Tensor Network Methods and Large Deviations in Stochastic Dynamics

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Explore tensor network methods for studying fluctuations in stochastic systems, covering long-time statistics, rare event sampling, finite-time extensions, and symmetry protected topological phases in dynamical LDs.
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1 Lesons
40 minutes
On-Demand
Free-Video
Erwin Schrödinger International Institute for Mathematics and Physics (ESI)

Entanglement Transitions in Tree Tensor Networks

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Explore entanglement transitions in tree tensor networks, delving into mathematical structures and novel algorithms in quantum information theory.
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1 Lesons
1 hour 13 minutes
On-Demand
Free-Video
Erwin Schrödinger International Institute for Mathematics and Physics (ESI)

New Ideas on Tensor Networks for Entanglement in Quantum Many-Body Systems

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Explore new applications of tensor networks in quantum systems, including random networks, material properties, and learning tasks. Gain insights into capturing entanglement and analyzing complex quantum phenomena.
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1 Lesons
42 minutes
On-Demand
Free-Video
ACM SIGPLAN

General Distributed Framework for Contraction of Sparse Tensor with Tensor Network

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Optimize sparse tensor contractions with efficient loop nests and distributed-memory parallelization for improved performance in tensor decomposition and completion tasks.
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1 Lesons
10 minutes
On-Demand
Free-Video
APS Physics

Tensor Networks and Neural Network States - From Chiral Topological Order to Image Classification

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Explore neural networks in quantum physics and image recognition, bridging manybody physics with machine learning for innovative applications in various fields.
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16 Lesons
28 minutes
On-Demand
Free-Video
APS Physics

Bridging Deep Learning and Many-Body Quantum Physics via Tensor Networks

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Explore connections between deep learning and quantum physics through tensor networks, examining architectures, entanglement measures, and information flow in neural networks.
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12 Lesons
24 minutes
On-Demand
Free-Video
The Julia Programming Language

Tensor Network for Quantum Error Correction - JuliaCon 2024

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Explore tensor network-based quantum error correction and its implementation in Julia, featuring the TensorQEC.jl package for protecting quantum information from errors.
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1 Lesons
25 minutes
On-Demand
Free-Video
Erwin Schrödinger International Institute for Mathematics and Physics (ESI)

Large Deviations and Large Biasing of Ground State Entanglement Entropy

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Explore large deviations in charge resolved entanglement entropy, examining universal tail structures and their implications for ground state properties in many-body systems.
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1 Lesons
54 minutes
On-Demand
Free-Video
Erwin Schrödinger International Institute for Mathematics and Physics (ESI)

Gauged Gaussian Fermionic PEPS: A Tool for Studying Lattice Gauge Theories

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Explore lattice gauge theories using Gauged Gaussian Fermionic PEPS, a tensor network method for efficient numerical computations without sign problems in multiple space dimensions.
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1 Lesons
42 minutes
On-Demand
Free-Video
Centre de recherches mathématiques - CRM

A Canonical Form for Tensor Networks

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Découvrez une forme canonique pour les réseaux de tenseurs, basée sur la théorie des invariants géométriques. Explorez ses applications potentielles, notamment pour améliorer la confidentialité dans l'apprentissage automatique.
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1 Lesons
58 minutes
On-Demand
Free-Video
Centre de recherches mathématiques - CRM

On the Dimension of Tensor Network Varieties

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Explorez les limites supérieures des variétés de réseaux de tenseurs, leurs cas d'atteinte et les exceptions notables dans cette présentation mathématique avancée.
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1 Lesons
44 minutes
On-Demand
Free-Video
BIMSA

Fracton Quantum Order

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Explore fracton phases in quantum systems, their restricted mobility excitations, and ground-space degeneracy. Review key developments and unifying perspectives on these emergent phases.
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1 Lesons
53 minutes
On-Demand
Free-Video
Erwin Schrödinger International Institute for Mathematics and Physics (ESI)

Renormalization Group and Quantum Error Correction in Continuum Networks

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Explore renormalization group and quantum error correction in tensor network models, deriving exact equations for wave functional scale dependence and discussing continuum network structures.
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1 Lesons
45 minutes
On-Demand
Free-Video
ICTP-SAIFR

Complexity Equals (Almost) Anything

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Explore holography and complexity in quantum systems, examining connections between quantum information and gravity.
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1 Lesons
53 minutes
On-Demand
Free-Video
PCS Institute for Basic Science

Tensor Networks for Classical and Quantum Machine Learning Tasks

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Explore tensor networks for machine learning in quantum systems. Learn to implement sequence prediction using matrix product operators for classical and quantum problems.
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1 Lesons
52 minutes
On-Demand
Free-Video
The Julia Programming Language

ITensorNetworks.jl - Introduction to Tensor Network Algorithms in Julia

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Explore tensor network algorithms and their implementation in Julia using ITensorNetworks.jl for efficient quantum many-body simulations.
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1 Lesons
30 minutes
On-Demand
Free-Video
Institute for Mathematical Sciences

Time Integration of Tree Tensor Networks

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Explore numerical methods for time-dependent quantum dynamics using tree tensor networks, focusing on efficient algorithms and error analysis for high-dimensional problems.
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1 Lesons
46 minutes
On-Demand
Free-Video
Fields Institute

Tensor Networks with Flexible Geometry for Quantum Simulation

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Explore innovative tensor network approaches with adaptable geometries, enhancing quantum simulation capabilities for advanced computational research.
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1 Lesons
30 minutes
On-Demand
Free-Video
Erwin Schrödinger International Institute for Mathematics and Physics (ESI)

Ogata's Index Construction for SPT Phases in Quantum Spin Chains

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Explore Ogata's construction of invariants for SPT phases in quantum spin chains, connecting it to MPS ground states and previous research.
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1 Lesons
1 hour 16 minutes
On-Demand
Free-Video
Erwin Schrödinger International Institute for Mathematics and Physics (ESI)

Defects and Duality on the Lattice - Tensor Networks in Lattice Models

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Explore lattice models, tensor networks, and topological defects in quantum systems. Gain insights into symmetries, duality, and exact computations in boundary CFT and critical phenomena.
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1 Lesons
1 hour 16 minutes
On-Demand
Free-Video
PCS Institute for Basic Science

Neural Quantum States Approach to Volume Law Ground States

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Explore neural quantum states for representing volume law ground states, focusing on limitations and applications in computational quantum physics.
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19 Lesons
1 hour 24 minutes
On-Demand
Free-Video
PCS Institute for Basic Science

Klein Bottle Partition Function and Tensor Networks in 2D Conformal Critical Theories

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Explore the combination of Klein bottle partition function and tensor networks to analyze 2D conformal critical theories and adjacent phases, including universal entropy and scaling functions.
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1 Lesons
1 hour 9 minutes
On-Demand
Free-Video
PCS Institute for Basic Science

Quantum-Classical Entangled Approach with Tensor Networks for Spin Liquid

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Explore quantum-classical entangled approaches using tensor networks for spin liquid states. Delve into efficient quantum circuit design for near-future noisy quantum computers, focusing on the honeycomb lattice Kitaev model.
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1 Lesons
1 hour 21 minutes
On-Demand
Free-Video
ICTP Condensed Matter and Statistical Physics

Tensor Network for Machine Learning Applications - Lecture 3

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Explore advanced tensor network techniques for machine learning, focusing on applications and practical implementations in data analysis and modeling.
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1 Lesons
1 hour 33 minutes
On-Demand
Free-Video
ICTP Condensed Matter and Statistical Physics

Tensor Network for Machine Learning Applications - Part 2

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Explore advanced tensor network techniques for machine learning, focusing on applications and recent developments in the field.
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1 Lesons
1 hour 30 minutes
On-Demand
Free-Video
ICTP Condensed Matter and Statistical Physics

Tensor Network for Machine Learning Applications - Lecture 1

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Explore tensor networks' applications in machine learning, focusing on their potential to enhance computational efficiency and model complexity.
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1 Lesons
1 hour 29 minutes
On-Demand
Free-Video
Wolfram

Bridging Quantum Computation and Practice with Wolfram Language

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Explore quantum computing concepts and their practical applications using Wolfram Language. Learn about tensor networks, phase space, and stabilizer formalism in this informative livestream for researchers and practitioners.
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1 Lesons
1 hour 30 minutes
On-Demand
Free-Video
Centre de recherches mathématiques - CRM

Optimization at the Boundary of the Tensor Network Variety

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Explore tensor network states, their boundary variety, and optimization techniques for finding ground states of local Hamiltonians in quantum many-body systems.
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1 Lesons
1 hour 4 minutes
On-Demand
Free-Video
BIMSA

Partial Entanglement Network and Geometry Reconstruction in AdS/CFT

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Explore partial entanglement entropy geometrization in AdS/CFT, examining PEE threads, network formation, and bulk geometry reconstruction using novel approaches.
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1 Lesons
1 hour 6 minutes
On-Demand
Free-Video
BIMSA

Building Space-time with BCFT Legos - ICBS 2024

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Explore quantum gravity duals of CFTs through conformal bootstrap, topological symmetries, and tensor networks. Discover how 2D Liouville theory illustrates building quantum gravitational path integrals using BCFT correlations.
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1 Lesons
1 hour 13 minutes
On-Demand
Free-Video
ChemicalQDevice

PennyLane, GPUs, and Quantum Machine Learning for NIH Developers - Seminar

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Explore GPU-accelerated quantum machine learning tools for NIH researchers. Learn about QML/QiML, tensor networks, variational algorithms, high-dimensional qudits, and dequantized algorithms for biomedical data analysis.
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1 Lesons
1 hour 12 minutes
On-Demand
Free-Video
ChemicalQDevice

Surpassing the Competition with 3 Quantum-Inspired Algorithm Frameworks

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Explore cutting-edge quantum-inspired algorithms for machine learning, including dequantized algorithms, tensor networks, and quantum algorithms. Gain insights into their strengths, weaknesses, and potential applications.
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1 Lesons
1 hour 12 minutes
On-Demand
Free-Video
ChemicalQDevice

QiML 2.0: Speed-Ups, Scalability, and Performance for New Machine Learning Era

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Explore quantum-inspired machine learning advancements, including dequantized algorithms, tensor network approximations, and scalability improvements for healthcare applications and complex systems.
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1 Lesons
1 hour 1 minute
On-Demand
Free-Video
ChemicalQDevice

FDA Good Machine Learning Practice Guidelines and Practical Quantum-inspired Machine Learning 2.0

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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.
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1 Lesons
1 hour 3 minutes
On-Demand
Free-Video
ChemicalQDevice

Tensor Networks vs. PCA and PLS for High Dimensional Medical Datasets

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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.
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1 Lesons
1 hour 5 minutes
On-Demand
Free-Video
ChemicalQDevice

LLM Explainability and Controllability Improvements with Tensor Networks

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Explore how Tensor Networks enhance explainability and controllability of Large Language Models, focusing on transformer self-attention and multi-layer perceptron layer modifications.
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1 Lesons
1 hour
On-Demand
Free-Video
ChemicalQDevice

How to Re-Code LLMs Layer by Layer with Tensor Network Substitutions

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Explore strategies for recoding Large Language Models using tensor network substitutions to enhance explainability, compression, and performance on smaller devices.
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1 Lesons
1 hour 1 minute
On-Demand
Free-Video
ChemicalQDevice

Drug Discovery Generative AI: End-to-End De Novo Proteins and Tensor Networks

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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.
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1 Lesons
1 hour 4 minutes
On-Demand
Free-Video
Institute for Advanced Study

Revisiting the Classics: Turning Old Ideas into New Methods with Tensor Networks

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Explore innovative approaches to high-dimensional problem-solving by combining classic methods with tensor networks, unlocking new possibilities in quantum simulations and differential equations.
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1 Lesons
1 hour 12 minutes
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Free-Video
Erwin Schrödinger International Institute for Mathematics and Physics (ESI)

Quantum Simulation of Conformal Field Theory

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Explore quantum algorithms for simulating conformal field theory dynamics and local conformal transformations in scaling-symmetric systems.
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1 Lesons
1 hour 11 minutes
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Galileo Galilei Institute

Quantum-Circuit Models for Many-Body Physics Out of Equilibrium - Lecture 2

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Explore quantum-circuit models for non-equilibrium many-body physics, focusing on advanced concepts and applications in this cutting-edge field of quantum mechanics.
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1 Lesons
1 hour 40 minutes
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Free-Video
Galileo Galilei Institute

Quantum-Circuit Models for Many-Body Physics Out of Equilibrium - Lecture 5

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Explore quantum-circuit models for non-equilibrium many-body physics with Lorenzo Piroli, delving into advanced concepts and theoretical frameworks.
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1 Lesons
1 hour 36 minutes
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Free-Video
Institute for Advanced Study

The Physics of LDPC Codes - Part 3

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Explore advanced concepts in Low-Density Parity-Check codes, focusing on their applications in quantum error correction and ultra-quantum matter physics.
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1 Lesons
1 hour 23 minutes
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Free-Video
Institute for Advanced Study

Tensor Networks

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Explore tensor networks' applications in quantum physics, condensed matter, and machine learning with expert David Pérez-García in this comprehensive workshop.
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1 Lesons
1 hour 37 minutes
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