Browse > Methodology > Tensor Networks

Tensor Networks

16 papers with code · Methodology

Leaderboards

No evaluation results yet. Help compare methods by submit evaluation metrics.

Greatest papers with code

TensorNetwork on TensorFlow: A Spin Chain Application Using Tree Tensor Networks

3 May 2019google/TensorNetwork

TensorNetwork is an open source library for implementing tensor network algorithms in TensorFlow.

TENSOR NETWORKS

TensorNetwork: A Library for Physics and Machine Learning

3 May 2019google/TensorNetwork

TensorNetwork is an open source library for implementing tensor network algorithms.

TENSOR NETWORKS

Supervised Learning with Tensor Networks

NeurIPS 2016 emstoudenmire/TNML

Tensor networks are approximations of high-order tensors which are efficient to work with and have been very successful for physics and mathematics applications.

TENSOR NETWORKS

Supervised Learning with Quantum-Inspired Tensor Networks

18 May 2016emstoudenmire/TNML

Tensor networks are efficient representations of high-dimensional tensors which have been very successful for physics and mathematics applications.

TENSOR NETWORKS

Can recursive neural tensor networks learn logical reasoning?

21 Dec 2013sleepinyourhat/vector-entailment

Recursive neural network models and their accompanying vector representations for words have seen success in an array of increasingly semantically sophisticated tasks, but almost nothing is known about their ability to accurately capture the aspects of linguistic meaning that are necessary for interpretation or reasoning.

TENSOR NETWORKS

Compensating Supervision Incompleteness with Prior Knowledge in Semantic Image Interpretation

1 Oct 2019logictensornetworks/logictensornetworks

This requires the detection of visual relationships: triples (subject, relation, object) describing a semantic relation between a subject and an object.

RELATIONAL REASONING TENSOR NETWORKS ZERO-SHOT LEARNING

Logic Tensor Networks: Deep Learning and Logical Reasoning from Data and Knowledge

14 Jun 2016logictensornetworks/logictensornetworks

We propose Logic Tensor Networks: a uniform framework for integrating automatic learning and reasoning.

TENSOR NETWORKS

Tensor-based algorithms for image classification

4 Oct 2019PGelss/scikit_tt

The interest in machine learning with tensor networks has been growing rapidly in recent years.

IMAGE CLASSIFICATION TENSOR NETWORKS

Expressive power of tensor-network factorizations for probabilistic modeling

NeurIPS 2019 glivan/tensor_networks_for_probabilistic_modeling

Inspired by these developments, and the natural correspondence between tensor networks and probabilistic graphical models, we provide a rigorous analysis of the expressive power of various tensor-network factorizations of discrete multivariate probability distributions.

TENSOR NETWORKS