Quantum Meta-Learning: Learning to Learn on Qubits
Quantum meta-learning uses classical or quantum models to learn good starting parameters for quantum circuits. Ideas, algorithms and challenges.
BasicsAlgorithmsHardwareError CorrectionCryptographyMachine LearningInformation TheoryPhysics & SimulationApplicationsIndustry & Careers
Tagged: Quantum Supremacy
116 articles
Policy Gradients in Quantum Reinforcement Learning
How policy gradient methods are applied in quantum reinforcement learning, how agents are trained and where quantum circuits might help.
Quantum Markov Models and Hidden State Inference
Quantum Markov models and hidden quantum Markov models describe processes with quantum states. Transitions, inference and applications.
Quantum Stochastic Gradient Descent (QSGD)
Stochastic gradient descent in quantum machine learning: how gradients of quantum circuits are estimated from samples and the challenges involved.
The Quantum Perceptron: A Neuron Built From Qubits
Proposals for a quantum perceptron built from qubits and gates, how training would work, and how it compares with the classical perceptron.
Quantum GANs: Generative Adversarial Networks on Qubits
Quantum generative adversarial networks pit a quantum generator against a discriminator. Architecture, training and possible applications.
Quantum Reinforcement Learning (QRL) Architectures
Architectures for quantum reinforcement learning, how they compare with classical reinforcement learning, and where they are being tested.
Quantum K-Means Clustering and Its Speedup
Quantum versions of k-means clustering, how they compute distances between points, the claimed speedups and the data loading caveat.
Quantum Information Spectrum Methods, Explained
Information spectrum methods handle quantum information tasks without assuming identical repeated uses of a channel. Concepts and applications.
Quantum Verifiable Secret Sharing, Explained
Verifiable quantum secret sharing lets participants check that their shares are consistent. Threshold schemes, security and implementations.
Quantum Cryptographic Hash Functions and Their Use
Cryptographic hash functions in a quantum world: how quantum attacks affect SHA-2 and SHA-3, quantum hash proposals and hash-based signatures.
Quantum Sampling Problems and Quantum Advantage
Sampling problems such as boson sampling and random circuit sampling were used to demonstrate quantum advantage. Why they are hard classically.
