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Quantum Continuous Normalization Flows
This module implements cutting-edge quantum continuous normalization flows (Q-CNFs) for sophisticated probabilistic modeling with quantum advantages:
- Quantum Neural ODEs for continuous transformations
- Quantum-enhanced invertible architectures
- Entanglement-based flow coupling
- Quantum likelihood maximization
- Quantum posterior inference and sampling
Structs§
- Classical
Dynamics - Classical
Flow Layer - Connectivity
Graph - Coupling
Function - Coupling
Network Output - Decoherence
Model - Distribution
Parameters - Entanglement
Coupling - Entanglement
Pattern - Entanglement
Structure - Flow
Convergence Analysis - Flow
Forward Output - Flow
Inverse Output - Flow
Optimization State - Flow
Regularization Config - Flow
Sampling Output - Flow
Training Config - Flow
Training Metrics - Flow
Training Output - Hybrid
Coupling - Integration
Config - Invertibility
Tracker - Invertible
Component - Layer
Output - Measurement
Output - Observable
- Quantum
Base Distribution - Quantum
Classical Connection - Quantum
Continuous Flow - Main Quantum Continuous Normalization Flow model
- Quantum
Continuous Flow Config - Configuration for Quantum Continuous Normalization Flows
- Quantum
Coupling Network - Quantum
Distribution Component - Quantum
Distribution State - Quantum
Dynamics - Quantum
Enhancement - Quantum
Flow Batch Metrics - Quantum
Flow Gate - Quantum
Flow Layer - Quantum
Flow Metrics - Quantum
Flow Network Layer - Quantum
Flow State - Quantum
Layer State - Quantum
Network - Quantum
Network Output - QuantumODE
Function - Quantum
Transformation - Sample
Quantum Metrics - Schmidt
Decomposition - Spline
Parameters - Time
Evolution
Enums§
- Classical
Flow Layer Type - Connection
Type - Coupling
Network Type - Entanglement
Coupling Type - Entanglement
Pattern Type - Entanglement
Type - Flow
Activation - Flow
Architecture - Flow
Layer Type - Flow
Normalization - Invertibility
Check - Invertible
Transform - Jacobian
Computation - Measurement
Strategy - ODEIntegration
Method - Quantum
Attention Type - Quantum
Coupling Type - Quantum
Distribution Type - Quantum
Divergence Type - Quantum
Flow Gate Type - Quantum
Flow Layer Type - Quantum
Masking Type - Quantum
Normalization Type - QuantumODE
Solver - Quantum
Transformation Type - Rotation
Axis - Trace
Estimation Method