Methods › Graphs › Graph Models › DCNN
Diffusion-Convolutional Neural Networks
DCNN
Introduced by James Atwood et al. in Diffusion-Convolutional Neural Networks
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
Diffusion-convolutional neural networks (DCNN) is a model for graph-structured data. Through the introduction of a diffusion-convolution operation, diffusion-based representations can be learned from graph structured data and used as an effective basis for node classification.
Description and image from: Diffusion-Convolutional Neural Networks
Papers archive 2025-07-28
30 shown of 277, newest first. Repository counts are the archive's code-links table. A Syntology line states what Syntology ran from that paper's harvested code; it is per sample and not a correctness claim.
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Linguistic Ordered Weighted Averaging based deep learning pooling for fault diagnosis in a wastewater treatment plant 10 Jun 2025 · 0 repositories · arXiv:2506.08676
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Person Re-Identification System at Semantic Level based on Pedestrian Attributes Ontology 4 Jun 2025 · 0 repositories · arXiv:2506.04143
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ML-Enabled Eavesdropper Detection in Beyond 5G IIoT Networks 5 May 2025 · 0 repositories · arXiv:2505.07837
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Multi-visual modality micro drone-based structural damage detection 15 Jan 2025 · 0 repositories · arXiv:2501.08807
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Towards Counterfactual and Contrastive Explainability and Transparency of DCNN Image Classifiers 12 Jan 2025 · 0 repositories · arXiv:2501.06831
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A Thorough Investigation into the Application of Deep CNN for Enhancing Natural Language Processing Capabilities 20 Dec 2024 · 0 repositories · arXiv:2412.15900
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Deep Convolutional Neural Networks Structured Pruning via Gravity Regularization 25 Nov 2024 · 0 repositories · arXiv:2411.16901
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Electrostatic Force Regularization for Neural Structured Pruning 17 Nov 2024 · 0 repositories · arXiv:2411.11079
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On the Universal Statistical Consistency of Expansive Hyperbolic Deep Convolutional Neural Networks 15 Nov 2024 · 0 repositories · arXiv:2411.10128
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On filter design in deep convolutional neural network 29 Oct 2024 · 0 repositories · arXiv:2410.21644
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Research on gesture recognition method based on SEDCNN-SVM 24 Oct 2024 · 0 repositories · arXiv:2410.18557
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Connectivity-Inspired Network for Context-Aware Recognition 6 Sep 2024 · 1 repository · arXiv:2409.04360
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ILDNet: A Novel Deep Learning Framework for Interstitial Lung Disease Identification Using Respiratory Sounds 22 Aug 2024 · 1 repository
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Convolutional Neural Network Approach for Emitter Association using Channel Identification in a MIMO System based on Propagation Features 19 Aug 2024 · 0 repositories · arXiv:2408.09616
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An End-to-End, Segmentation-Free, Arabic Handwritten Recognition Model on KHATT 21 Jun 2024 · 0 repositories · arXiv:2406.15329
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Enhancing Understanding Through Wildlife Re-Identification 17 May 2024 · 0 repositories · arXiv:2405.11112
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DCNN: Dual Cross-current Neural Networks Realized Using An Interactive Deep Learning Discriminator for Fine-grained Objects 7 May 2024 · 0 repositories · arXiv:2405.04093
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Efficient Higher-order Convolution for Small Kernels in Deep Learning 25 Apr 2024 · 1 repository · arXiv:2404.16380
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Physics-based reward driven image analysis in microscopy 22 Apr 2024 · 1 repository · arXiv:2404.14146
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Explainable Deep Learning: A Visual Analytics Approach with Transition Matrices 29 Mar 2024 · 1 repository
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MARTA: a model for the automatic phonemic grouping of the parkinsonian speech 19 Mar 2024 · 1 repository
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Comparison of gait phase detection using traditional machine learning and deep learning techniques 7 Mar 2024 · 0 repositories · arXiv:2403.05595
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Digital Divides in Scene Recognition: Uncovering Socioeconomic Biases in Deep Learning Systems 23 Jan 2024 · 0 repositories · arXiv:2401.13097
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Learned Image resizing with efficient training (LRET) facilitates improved performance of large-scale digital histopathology image classification models 19 Jan 2024 · 0 repositories · arXiv:2401.11062
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Comparative Analysis of Deep Convolutional Neural Networks for Detecting Medical Image Deepfakes 8 Jan 2024 · 0 repositories · arXiv:2406.08758
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Deep Compressed Learning for 3D Seismic Inversion 31 Oct 2023 · 0 repositories · arXiv:2311.00107
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No-Arbitrage Deep Calibration for Volatility Smile and Skewness 25 Oct 2023 · 0 repositories · arXiv:2310.16703
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Two-stage coarse-to-fine image anomaly segmentation and detection model 19 Sep 2023 · 1 repository
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RDLINet: A Novel Lightweight Inception Network for Respiratory Disease Classification Using Lung Sounds 6 Jul 2023 · 1 repository
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High-Resolution Convolutional Neural Networks on Homomorphically Encrypted Data via Sharding Ciphertexts 15 Jun 2023 · 0 repositories · arXiv:2306.09189
Tasks archive 2025-07-28
20 shown of 251 tasks the archive attaches to papers tagged with this method, by distinct papers. A task without a page in the catalog is plain text.
Usage over time archive 2025-07-28
Components: the archive holds no method-to-method composition, so PwC's Components table cannot be rebuilt; the Papers list carries no Results column for the same reason (the archive does not join its leaderboard rows to method tags).
Categories archive 2025-07-28
Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections