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Tensor Networks

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Showing 1–50 of 226 papers

TitleStatusHype
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
SymDQN: Symbolic Knowledge and Reasoning in Neural Network-based Reinforcement Learning—0
Compositionality Unlocks Deep Interpretable Models—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
tn4ml: Tensor Network Training and Customization for Machine LearningCode1
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
LTNtorch: PyTorch Implementation of Logic Tensor NetworksCode2
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
Coarse-To-Fine Tensor Trains for Compact Visual RepresentationsCode1
Quantum consistent neural/tensor networks for photonic circuits with strongly/weakly entangled states—0
Learning topological states from randomized measurements using variational tensor network tomographyCode0
Sisteme Hibride de Invatare Automata si Aplicatii—0
Probabilistic Inference in the Era of Tensor Networks and Differential Programming—0
Cons-training Tensor Networks: Embedding and Optimization Over Discrete Linear ConstraintsCode0
Federated Hierarchical Tensor Networks: a Collaborative Learning Quantum AI-Driven Framework for Healthcare—0
Barren Plateaus in Variational Quantum Computing—0
Tensor cumulants for statistical inference on invariant distributions—0
Learning parameter dependence for Fourier-based option pricing with tensor trains—0
Tensor-Networks-based Learning of Probabilistic Cellular Automata Dynamics—0
Quantum-inspired Techniques in Tensor Networks for Industrial Contexts—0
Certifying almost all quantum states with few single-qubit measurements—0
Tensor Network-Constrained Kernel Machines as Gaussian ProcessesCode0
Application of Quantum Tensor Networks for Protein Classification—0
Técnicas Quantum-Inspired en Tensor Networks para Contextos Industriales—0
tnGPS: Discovering Unknown Tensor Network Structure Search Algorithms via Large Language Models (LLMs)Code0
CompactifAI: Extreme Compression of Large Language Models using Quantum-Inspired Tensor Networks—0
A Tensor Network Implementation of Multi Agent Reinforcement Learning—0
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