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Federated Quantum Machine Learning: Decentralized Intelligence in the Quantum Era

Table of Contents Introduction What Is Federated Learning? Why Federated Learning Matters Quantum Federated Learning (QFL): Concept and Motivation Architecture of QFL Systems Quantum vs Classical Federated Learning QFL with Variational...

Cross-Validation for Quantum Models: Enhancing Reliability in Quantum Machine Learning

Table of Contents Introduction Why Cross-Validation Matters in QML Classical Cross-Validation Refresher Challenges in Quantum Cross-Validation Quantum-Specific Noise and Variance k-Fold Cross-Validation in Quantum Context Leave-One-Out and Holdout Validation Data Splitting and...

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Quantum Machine Learning for Chemistry: A New Paradigm in Molecular Modeling

Table of Contents Introduction Motivation for QML in Chemistry Classical Challenges in Quantum Chemistry What Makes Quantum ML Suitable for Chemistry? Representing Molecular Systems as Quantum Inputs Quantum Feature Maps...

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Quantum Datasets and Benchmarks: Foundations for Evaluating Quantum Machine Learning

Table of Contents Introduction Why Datasets Matter in QML Classical vs Quantum Datasets Synthetic Datasets for Quantum ML Real-World Use Cases for Quantum Datasets Benchmarking in Classical ML vs QML Types...

Barren Plateaus and Training Issues in Quantum Machine Learning

Table of Contents Introduction What Are Barren Plateaus? Origins of Barren Plateaus in QML Mathematical Definition and Implications Why Barren Plateaus Hinder Training Expressibility vs Trainability Trade-off Quantum Circuit Depth and...

Quantum Feature Selection: Identifying Relevant Inputs for Quantum Machine Learning

Table of Contents Introduction Importance of Feature Selection in Machine Learning Challenges in Quantum Feature Selection Quantum Feature Maps and Encoding High-Dimensional Classical Features in QML Role of Feature Selection...

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Loop Quantum Gravity (LQG)

Table of Contents Introduction Motivation for Loop Quantum Gravity Background Independence Reformulating General Relativity Ashtekar Variables Holonomies and Wilson Loops The Loop Representation Quantum Configuration Space Spin Networks Kinematical Hilbert Space Quantum Geometry: Discrete Spectra Area...

Canonical Quantum Gravity

Table of Contents Introduction Motivation for Canonical Quantization 3+1 Decomposition of Spacetime Hamiltonian Formulation of General Relativity The ADM Formalism Canonical Variables and Constraints Dirac's Procedure for Constrained Systems Wheeler–DeWitt Equation Problem of...

Quantum Gravity Basics

Table of Contents Introduction Why Quantum Gravity? Classical Gravity: General Relativity Quantum Field Theory Overview Incompatibility Between GR and QFT Conceptual Challenges in Quantizing Gravity Approaches to Quantum Gravity Perturbative Quantum Gravity Graviton...

Chern–Simons Theory

Table of Contents Introduction Historical Background The Chern–Simons Action Gauge Invariance and Quantization Topological Nature of the Theory Connection to Topological Quantum Field Theory Classical Equations of Motion Quantization of Chern–Simons Theory Canonical...

Topological Quantum Field Theory (TQFT)

Table of Contents Introduction What is a TQFT? Contrast with Conventional Quantum Field Theories Topological Invariance Mathematical Definition of TQFT Cobordism and Categories Atiyah–Segal Axioms Examples of TQFTs BF Theory Chern–Simons Theory Donaldson–Witten Theory Observables in...

Topological Quantum Field Theory (TQFT)

Table of Contents Introduction What is a TQFT? Contrast with Conventional Quantum Field Theories Topological Invariance Mathematical Definition of TQFT Cobordism and Categories Atiyah–Segal Axioms Examples of TQFTs BF Theory Chern–Simons Theory Donaldson–Witten Theory Observables in...

AdS/CFT Correspondence

Table of Contents Introduction Historical Context and Maldacena's Proposal Anti-de Sitter (AdS) Space Conformal Field Theory (CFT) Basics Duality Statement: AdS/CFT D3-Branes and AdS(_5) × S(^5) ( mathcal{N}=4 ) Super Yang–Mills...

T-Duality and D-Branes

Table of Contents Introduction Compactification and Extra Dimensions T-Duality: Basics and Motivation Closed Strings on a Circle Momentum and Winding Modes T-Duality Transformation Rules Physical Consequences of T-Duality T-Duality and Open Strings D-Branes:...

Worldsheet Actions and Conformal Field Theory

Table of Contents Introduction Strings and the Worldsheet Worldsheet Coordinates and Notation The Nambu–Goto Action The Polyakov Action Equivalence of Nambu–Goto and Polyakov Formulations Classical Equations of Motion Constraints and Virasoro Conditions Symmetries...

Introduction to String Theory

Table of Contents Introduction Motivation for String Theory Particles as One-Dimensional Strings Open vs Closed Strings Vibrational Modes and Mass Spectrum The String Action: Nambu–Goto and Polyakov Quantization of the String Conformal...

Superfields and SUSY Algebra

Table of Contents Introduction Motivation for Superspace and Superfields Supersymmetry Generators and Algebra Representation of SUSY Algebra Superspace Coordinates Superfields: Definition and Expansion Types of Superfields Chiral Superfields Vector Superfields Supersymmetry Transformations of Superfields Component...

Supersymmetry Basics

Table of Contents Introduction The Motivation for Supersymmetry Fermions and Bosons in Quantum Field Theory The Hierarchy Problem Basics of Supersymmetry (SUSY) Supersymmetry Algebra Superpartners and Supermultiplets Chiral and Vector Supermultiplets Superspace and...