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Tensor Networks

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Showing 1–50 of 226 papers

TitleStatusHype
LTNtorch: PyTorch Implementation of Logic Tensor NetworksCode2
tn4ml: Tensor Network Training and Customization for Machine LearningCode1
Coarse-To-Fine Tensor Trains for Compact Visual RepresentationsCode1
TensorKrowch: Smooth integration of tensor networks in machine learningCode1
Tensor Networks Meet Neural Networks: A Survey and Future PerspectivesCode1
lambeq: An Efficient High-Level Python Library for Quantum NLPCode1
Differentiable Programming of Isometric Tensor NetworksCode1
Tensor networks for unsupervised machine learningCode1
Quantum Tensor Network in Machine Learning: An Application to Tiny Object ClassificationCode1
Logic Tensor NetworksCode1
Multi-Graph Tensor NetworksCode1
T-Basis: a Compact Representation for Neural NetworksCode1
Deep convolutional tensor networkCode1
Tensor Networks for Medical Image ClassificationCode1
Tensor Networks for Probabilistic Sequence ModelingCode1
Algorithms for Tensor Network Contraction OrderingCode1
Expressive power of tensor-network factorizations for probabilistic modelingCode1
Compensating Supervision Incompleteness with Prior Knowledge in Semantic Image InterpretationCode1
Expressive power of tensor-network factorizations for probabilistic modeling, with applications from hidden Markov models to quantum machine learningCode1
Logic Tensor Networks: Deep Learning and Logical Reasoning from Data and KnowledgeCode1
Enhancing Symbolic Machine Learning by Subsymbolic Representations—0
Tensor Network for Anomaly Detection in the Latent Space of Proton Collision Events at the LHCCode0
Domain-Aware Tensor Network Structure Search—0
A tensor network approach for chaotic time series predictionCode0
Saten: Sparse Augmented Tensor Networks for Post-Training Compression of Large Language Models—0
TensorRL-QAS: Reinforcement learning with tensor networks for scalable quantum architecture search—0
Boosting Binomial Exotic Option Pricing with Tensor Networks—0
Explaining Anomalies with Tensor Networks—0
HMAE: Self-Supervised Few-Shot Learning for Quantum Spin Systems—0
Trainable Quantum Neural Network for Multiclass Image Classification with the Power of Pre-trained Tree Tensor Networks—0
Plastic tensor networks for interpretable generative modeling—0
Compositionality Unlocks Deep Interpretable Models—0
SymDQN: Symbolic Knowledge and Reasoning in Neural Network-based Reinforcement Learning—0
Quantum Methods for Managing Ambiguity in Natural Language ProcessingCode0
Combining Local Symmetry Exploitation and Reinforcement Learning for Optimised Probabilistic Inference -- A Work In Progress—0
Tensor-based Model Reduction and Identification for Generalized Memory Polynomial—0
Generative-enhanced optimization for knapsack problems: an industry-relevant study—0
Regularized dynamical parametric approximation of stiff evolution problems—0
Tensor Network Estimation of Distribution Algorithms—0
On Faster Marginalization with Squared Circuits via Orthonormalization—0
Comb Tensor Networks vs. Matrix Product States: Enhanced Efficiency in High-Dimensional SpacesCode0
Ultra-low latency quantum-inspired machine learning predictors implemented on FPGA—0
Anomaly Detection from a Tensor Train Perspective—0
Learning to Classify Quantum Phases of Matter with a Few Measurements—0
Fourier Neural Operators for Learning Dynamics in Quantum Spin Systems—0
AQ-PINNs: Attention-Enhanced Quantum Physics-Informed Neural Networks for Carbon-Efficient Climate Modeling—0
Learning out-of-time-ordered correlators with classical kernel methodsCode0
A Tutorial on the Use of Physics-Informed Neural Networks to Compute the Spectrum of Quantum Systems—0
A Matrix Product State Model for Simultaneous Classification and Generation—0
Quantum consistent neural/tensor networks for photonic circuits with strongly/weakly entangled states—0
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