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Latest papers with code

Segmenting two-dimensional structures with strided tensor networks

13 Feb 2021raghavian/strided-tenet

We use the matrix product state (MPS) tensor network on non-overlapping patches of a given input image to predict the segmentation mask by learning a pixel-wise linear classification rule in a high dimensional space.

IMAGE CLASSIFICATION SEMANTIC SEGMENTATION TENSOR NETWORKS

1
13 Feb 2021

Quantum Tensor Network in Machine Learning: An Application to Tiny Object Classification

8 Jan 2021timqqt/MERA_Image_Classification

In the end, our experimental results indicate that tensor network models are effective for tiny object classification problem and potentially will beat state-of-the-art.

CLASSIFICATION IMAGE CLASSIFICATION OBJECT CLASSIFICATION TENSOR NETWORKS

4
08 Jan 2021

Logic Tensor Networks

25 Dec 2020logictensornetworks/logictensornetworks

In this paper, we present Logic Tensor Networks (LTN), a neurosymbolic formalism and computational model that supports learning and reasoning through the introduction of a many-valued, end-to-end differentiable first-order logic called Real Logic as a representation language for deep learning.

MULTI-LABEL CLASSIFICATION RELATIONAL REASONING TENSOR NETWORKS

78
25 Dec 2020

Multi-layered tensor networks for image classification

13 Nov 2020raghavian/mltn

The recently introduced locally orderless tensor network (LoTeNet) for supervised image classification uses matrix product state (MPS) operations on grids of transformed image patches.

CLASSIFICATION IMAGE CLASSIFICATION TENSOR NETWORKS

5
13 Nov 2020

Multi-Graph Tensor Networks

25 Oct 2020gylx/GTNRL-Trading

The irregular and multi-modal nature of numerous modern data sources poses serious challenges for traditional deep learning algorithms.

TENSOR NETWORKS

18
25 Oct 2020

Locally orderless tensor networks for classifying two- and three-dimensional medical images

25 Sep 2020raghavian/mltn

The proposed locally orderless tensor network (LoTeNet) is compared with relevant methods on three datasets.

IMAGE CLASSIFICATION TENSOR NETWORKS

5
25 Sep 2020

Deep convolutional tensor network

29 May 2020philip-bl/dctn

Also, DCTN of any depth performs badly on CIFAR10 due to overfitting.

IMAGE CLASSIFICATION TENSOR NETWORKS

9
29 May 2020

Quantum-Classical Machine learning by Hybrid Tensor Networks

15 May 2020dingliu0305/Hybrid-Tensor-Network

In this work, we propose the quantum-classical hybrid tensor networks (HTN) which combine tensor networks with classical neural networks in a uniform deep learning framework to overcome the limitations of regular tensor networks in machine learning.

TENSOR NETWORKS

0
15 May 2020

Tensor Networks for Medical Image Classification

21 Apr 2020raghavian/loTeNet_pytorch

With the increasing adoption of machine learning tools like neural networks across several domains, interesting connections and comparisons to concepts from other domains are coming to light.

CLASSIFICATION IMAGE CLASSIFICATION TENSOR NETWORKS

15
21 Apr 2020

Tensor Networks for Probabilistic Sequence Modeling

2 Mar 2020jemisjoky/umps_code

Tensor networks are a powerful modeling framework developed for computational many-body physics, which have only recently been applied within machine learning.

LANGUAGE MODELLING TENSOR NETWORKS

10
02 Mar 2020