Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-11T21:52:06.972745Z
Paper Citation Record · LEDGER
As of 14 August 2026, this Paper Citation Record lists 75 of 75 outbound references and 0 inbound Pith citation observations for arXiv:2412.04064.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-11T21:52:06.972745Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
75 of 75 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 05b6efff-137b-43e3-a26b-667a18c4423b · outbound
Graph Neural Networks Need Cluster-Normalize-Activate Modules On the Bottleneck of Graph Neural Networks and its Practical Implications
Reference 1
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Observation 2a35fbd7-ccd8-4b03-ab5b-f7d0903cdbe1 · outbound
Graph Neural Networks Need Cluster-Normalize-Activate Modules A survey on modern trainable activation functions
Reference 2
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Observation 52d2603e-ee50-4741-b016-5fc8db5bd329 · outbound
Graph Neural Networks Need Cluster-Normalize-Activate Modules Unresolved cited work
Reference 3
Source-reported events for the cited work
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Observation 16272ac7-cf4c-4cfb-881c-c96f4f211629 · outbound
Graph Neural Networks Need Cluster-Normalize-Activate Modules Relational inductive biases, deep learning, and graph networks
Reference 4
Source-reported events for the cited work
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Observation a6e012e3-8c68-455d-a968-127eb9d08bfa · outbound
Graph Neural Networks Need Cluster-Normalize-Activate Modules Diffusion-Jump GNNs: Homophiliation via Learnable Metric Filters
Reference 5
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Observation a3ff01fd-8cbb-4806-b649-fac1e0a78ccd · outbound
Graph Neural Networks Need Cluster-Normalize-Activate Modules Stability of k- Means Clustering
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Observation a12e108c-0d82-46ed-8a2a-55ceec47b2c0 · outbound
Graph Neural Networks Need Cluster-Normalize-Activate Modules Unresolved cited work
Reference 7
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Observation 37092e1c-4a9e-4888-86f6-6245a0ad74e1 · outbound
Graph Neural Networks Need Cluster-Normalize-Activate Modules Learnable Extended Activation Function for Deep Neural Networks
Reference 8
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Observation 8d41980b-64ca-4933-b8dc-a3990bb07087 · outbound
Graph Neural Networks Need Cluster-Normalize-Activate Modules Deep Gaussian Embedding of Graphs : Unsupervised Inductive Learning via Ranking
Reference 9
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Observation 303c9e82-1f27-4918-bd92-deac70cb700f · outbound
Graph Neural Networks Need Cluster-Normalize-Activate Modules Borgwardt, Cheng Soon Ong, Stefan Schönauer, S
Reference 10
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Observation 19e3918e-2176-4b24-b375-632b7178074e · outbound
Graph Neural Networks Need Cluster-Normalize-Activate Modules Rational neural networks
Reference 11
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Observation fa4596ba-ae53-428c-86bc-cf882b122cf7 · outbound
Graph Neural Networks Need Cluster-Normalize-Activate Modules Geometric Deep Learning: Grids, Groups, Graphs, Geodesics, and Gauges
Reference 12
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Observation 44ca6d69-c4ec-4d84-aaaf-18e0d50b33d3 · outbound
Graph Neural Networks Need Cluster-Normalize-Activate Modules GraphNorm : A Principled Approach to Accelerating Graph Neural Network Training
Reference 13
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Observation 42c6ba91-9fe2-47b3-b72d-d0bdf51da38b · outbound
Graph Neural Networks Need Cluster-Normalize-Activate Modules Renormalized Graph Neural Networks , June 2023
Reference 14
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Observation 5412672b-3dc5-4816-8015-6416291e6d4a · outbound
Graph Neural Networks Need Cluster-Normalize-Activate Modules Learning graph normalization for graph neural networks
Reference 15
Source-reported events for the cited work
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Observation 405b0e96-6144-43b3-9957-da2d6e537eae · outbound
Graph Neural Networks Need Cluster-Normalize-Activate Modules Cluster- GCN : An Efficient Algorithm for Training Deep and Large Graph Convolutional Networks
Reference 16
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Observation 84ae78ac-a0b1-4182-9ed7-6776feb1231a · outbound
Graph Neural Networks Need Cluster-Normalize-Activate Modules Lopez de Compadre, Gargi Debnath, Alan J
Reference 17
Source-reported events for the cited work
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Observation 9b2f97bd-519b-43b1-a262-260c643decfd · outbound
Graph Neural Networks Need Cluster-Normalize-Activate Modules Adaptive Rational Activations to Boost Deep Reinforcement Learning
Reference 18
Source-reported events for the cited work
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Observation 47c3d9ba-995b-4e9b-9da2-1a72ba34476a · outbound
Graph Neural Networks Need Cluster-Normalize-Activate Modules SimTeG: A Frustratingly Simple Approach Improves Textual Graph Learning
Reference 19
Source-reported events for the cited work
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Observation 48c6a700-22f3-478f-85b3-4101fba99fb3 · outbound
Graph Neural Networks Need Cluster-Normalize-Activate Modules Fast Graph Representation Learning with PyTorch Geometric
Reference 20
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Observation 79c7ba85-f531-4f96-8d88-3b6a95272a60 · outbound
Graph Neural Networks Need Cluster-Normalize-Activate Modules Schoenholz, Patrick F
Reference 21
Source-reported events for the cited work
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Observation cae383e1-4afe-4ea7-b3ae-791ff8bded4a · outbound
Graph Neural Networks Need Cluster-Normalize-Activate Modules Unresolved cited work
Reference 22
Source-reported events for the cited work
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Observation 1334bfcd-41b4-4ed4-b8b9-16e499a291e7 · outbound
Graph Neural Networks Need Cluster-Normalize-Activate Modules Inductive Representation Learning on Large Graphs
Reference 23
Source-reported events for the cited work
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Observation 19d4a82e-b9b4-4e00-817f-32eac0a6a9b3 · outbound
Graph Neural Networks Need Cluster-Normalize-Activate Modules Harnessing Explanations : LLM -to- LM Interpreter for Enhanced Text - Attributed Graph Representation Learning
Reference 24
Source-reported events for the cited work
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Observation 5f9e3611-2d27-4a1d-8649-dfe99254e80e · outbound
Graph Neural Networks Need Cluster-Normalize-Activate Modules Mitigating Degree Biases in Message Passing Mechanism by Utilizing Community Structures
Reference 25
Source-reported events for the cited work
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Observation 636381e0-c304-4a8f-be79-87168a4ab240 · outbound
Graph Neural Networks Need Cluster-Normalize-Activate Modules Open Graph Benchmark : Datasets for Machine Learning on Graphs
Reference 26
Source-reported events for the cited work
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Observation 53cd45c4-6000-4124-b57f-5239ed6cfb4e · outbound
Graph Neural Networks Need Cluster-Normalize-Activate Modules Normalization Techniques in Training DNNs : Methodology , Analysis and Application
Reference 27
Source-reported events for the cited work
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Observation 6b7031ae-6453-44ff-9074-f08294bc5ada · outbound
Graph Neural Networks Need Cluster-Normalize-Activate Modules Higher-order Graph Convolutional Network with Flower - Petals Laplacians on Simplicial Complexes
Reference 28
Source-reported events for the cited work
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Observation a3a0c5be-1543-472e-9062-fdbe461ee32c · outbound
Graph Neural Networks Need Cluster-Normalize-Activate Modules Batch normalization: accelerating deep network training by reducing internal covariate shift
Reference 29
Source-reported events for the cited work
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Observation cb37be18-7d1d-474b-80ec-a6ab34db6a3a · outbound
Graph Neural Networks Need Cluster-Normalize-Activate Modules Optimization of Graph Neural Networks with Natural Gradient Descent
Reference 30
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Observation f348968f-1db4-44ff-898d-17143cce18a2 · outbound
Graph Neural Networks Need Cluster-Normalize-Activate Modules Graph neural network for traffic forecasting: A survey
Reference 31
Source-reported events for the cited work
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Observation 1693a3d2-a26c-4436-ab44-88e37fd6ed8b · outbound
Graph Neural Networks Need Cluster-Normalize-Activate Modules Reducing Oversmoothing in Graph Neural Networks by Changing the Activation Function
Reference 32
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Observation cac42fda-5f84-46f7-8ac5-8e3910cf9531 · outbound
Graph Neural Networks Need Cluster-Normalize-Activate Modules On the power of graph neural networks and the role of the activation function, May 2024
Reference 33
Source-reported events for the cited work
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Observation 5b4cffc5-1ec2-42e2-8cc2-8b938c043fd7 · outbound
Graph Neural Networks Need Cluster-Normalize-Activate Modules Kipf and Max Welling
Reference 34
Source-reported events for the cited work
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Observation 8f7fa5d5-d10e-4849-baf4-ab6226d1306d · outbound
Graph Neural Networks Need Cluster-Normalize-Activate Modules Mathematical Expressiveness of Graph Neural Networks
Reference 35
Source-reported events for the cited work
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Observation 00b52efc-a946-4e65-ac6e-00245dbdfbf3 · outbound
Graph Neural Networks Need Cluster-Normalize-Activate Modules Lin, Allan Pinkus, and Shimon Schocken
Reference 36
Source-reported events for the cited work
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Observation 0cb4da4e-b905-42cf-b3c7-f7040fe247ec · outbound
Graph Neural Networks Need Cluster-Normalize-Activate Modules Training Graph Neural Networks with 1000 Layers
Reference 37
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Observation 52174277-0e74-492a-8818-7cb067969564 · outbound
Graph Neural Networks Need Cluster-Normalize-Activate Modules Deeper Insights Into Graph Convolutional Networks for Semi - Supervised Learning
Reference 38
Source-reported events for the cited work
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Observation 028e1aed-faa0-4f2a-b1b1-51cb54a6b8f8 · outbound
Graph Neural Networks Need Cluster-Normalize-Activate Modules Revisiting Heterophily For Graph Neural Networks
Reference 39
Source-reported events for the cited work
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Observation dd114a47-5a85-4f7f-96f1-28cebcf4d0a2 · outbound
Graph Neural Networks Need Cluster-Normalize-Activate Modules Distilling Self-Knowledge From Contrastive Links to Classify Graph Nodes Without Passing Messages
Reference 40
Source-reported events for the cited work
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Observation 5664b257-1222-4555-aa76-3bccfa5dd1d1 · outbound
Graph Neural Networks Need Cluster-Normalize-Activate Modules MacQueen
Reference 41
Source-reported events for the cited work
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Observation 4e33a99e-fb07-4a7c-86a9-10345b0b9100 · outbound
Graph Neural Networks Need Cluster-Normalize-Activate Modules Introduction to Information Retrieval
Reference 42
Source-reported events for the cited work
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Observation ee52b7bd-ddd8-4137-ab6d-7ac8609f646b · outbound
Graph Neural Networks Need Cluster-Normalize-Activate Modules Automating the Construction of Internet Portals with Machine Learning
Reference 43
Source-reported events for the cited work
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Observation 00b2ef16-e09b-4533-8e2a-56c1d6605260 · outbound
Graph Neural Networks Need Cluster-Normalize-Activate Modules Padé Activation Units : End -to-end Learning of Flexible Activation Functions in Deep Networks
Reference 44
Source-reported events for the cited work
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Observation e2e0346c-f8af-4e35-9539-f395ce46f676 · outbound
Graph Neural Networks Need Cluster-Normalize-Activate Modules Very Fast EM - Based Mixture Model Clustering Using Multiresolution Kd - Trees
Reference 45
Source-reported events for the cited work
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Observation 474e40e1-8fd5-4b7a-82ce-90718fc40bf6 · outbound
Graph Neural Networks Need Cluster-Normalize-Activate Modules TUDataset : A collection of benchmark datasets for learning with graphs
Reference 46
Source-reported events for the cited work
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Observation 52997836-d353-4446-af77-0b10896dc367 · outbound
Graph Neural Networks Need Cluster-Normalize-Activate Modules Predicting basin stability of power grids using graph neural networks
Reference 47
Source-reported events for the cited work
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Observation 4522b89a-553b-483f-806f-f3a43fd7d702 · outbound
Graph Neural Networks Need Cluster-Normalize-Activate Modules Revisiting over-smoothing and over-squashing using ollivier-ricci curvature
Reference 48
Source-reported events for the cited work
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Observation 4a1796c6-61ea-48cd-a4ff-be231e419f66 · outbound
Graph Neural Networks Need Cluster-Normalize-Activate Modules Revisiting Graph Neural Networks: All We Have is Low-Pass Filters
Reference 49
Source-reported events for the cited work
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Observation 7217e7ee-0539-4778-97c8-871cc1db95d2 · outbound
Graph Neural Networks Need Cluster-Normalize-Activate Modules Geom- GCN : Geometric Graph Convolutional Networks
Reference 50
Source-reported events for the cited work
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Observation 461a3cae-e980-4b49-aa38-df87ae8355b6 · outbound
Graph Neural Networks Need Cluster-Normalize-Activate Modules Edge Directionality Improves Learning on Heterophilic Graphs
Reference 51
Source-reported events for the cited work
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Observation f2414dbb-d3f1-4012-afd8-b9d05bb0093f · outbound
Graph Neural Networks Need Cluster-Normalize-Activate Modules Multi- Scale attributed node embedding
Reference 52
Source-reported events for the cited work
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Observation dc9422c5-5666-41ac-aba5-0340ba97e2f3 · outbound
Graph Neural Networks Need Cluster-Normalize-Activate Modules Graph- Coupled Oscillator Networks
Reference 53
Source-reported events for the cited work
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Observation 9dd77b13-90f7-4eac-abee-4926e1e73be1 · outbound
Graph Neural Networks Need Cluster-Normalize-Activate Modules A Survey on Oversmoothing in Graph Neural Networks
Reference 54
Source-reported events for the cited work
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Observation 32c8a9ec-5693-4c40-8a03-e6a44fe4e16a · outbound
Graph Neural Networks Need Cluster-Normalize-Activate Modules Konstantin Rusch, Benjamin Paul Chamberlain, Michael W
Reference 55
Source-reported events for the cited work
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Observation f5dfcd72-6628-4314-bbb1-9ac2ba97417b · outbound
Graph Neural Networks Need Cluster-Normalize-Activate Modules The Graph Neural Network Model
Reference 56
Source-reported events for the cited work
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Observation 14a9e2b9-d4d5-4691-8303-667ebade6d15 · outbound
Graph Neural Networks Need Cluster-Normalize-Activate Modules Collective Classification in Network Data
Reference 57
Source-reported events for the cited work
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Observation e6d19902-96d5-45ab-acab-66d39de436c0 · outbound
Graph Neural Networks Need Cluster-Normalize-Activate Modules Pitfalls of Graph Neural Network Evaluation
Reference 58
Source-reported events for the cited work
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Observation e950e2d3-5843-47c3-9caa-e0a0b55e23b8 · outbound
Graph Neural Networks Need Cluster-Normalize-Activate Modules Unresolved cited work
Reference 59
Source-reported events for the cited work
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Observation ce7e8d2f-c495-40aa-8dba-ea72005f4831 · outbound
Graph Neural Networks Need Cluster-Normalize-Activate Modules Masked Label Prediction : Unified Message Passing Model for Semi - Supervised Classification
Reference 60
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Observation 34db159d-de14-4597-bc2f-44d54f3bce60 · outbound
Graph Neural Networks Need Cluster-Normalize-Activate Modules Exphormer: Sparse Transformers for Graphs
Reference 61
Source-reported events for the cited work
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Observation 1ea473ea-3078-42ae-9e03-b9ac531a4409 · outbound
Graph Neural Networks Need Cluster-Normalize-Activate Modules ArnetMiner : extraction and mining of academic social networks
Reference 62
Source-reported events for the cited work
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Observation 015e97dc-2743-46ee-99f6-e5c90b38cd0f · outbound
Graph Neural Networks Need Cluster-Normalize-Activate Modules Neural Networks and Rational Functions
Reference 63
Source-reported events for the cited work
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Observation 6cecd967-1ba1-4da1-a4c6-78362d4c1e65 · outbound
Graph Neural Networks Need Cluster-Normalize-Activate Modules Bronstein
Reference 64
Source-reported events for the cited work
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Observation c5b73fcc-f225-4fd6-b558-84332733d712 · outbound
Graph Neural Networks Need Cluster-Normalize-Activate Modules ERA : Enhanced Rational Activations
Reference 65
Source-reported events for the cited work
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Observation 824e5574-d5b9-4a05-8fe5-9b56f86cb154 · outbound
Graph Neural Networks Need Cluster-Normalize-Activate Modules Attention is All you Need
Reference 66
Source-reported events for the cited work
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Observation e1624408-510a-477a-88bd-52e1c4355425 · outbound
Graph Neural Networks Need Cluster-Normalize-Activate Modules Graph Attention Networks
Reference 67
Source-reported events for the cited work
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Observation 535ba15e-8a36-4878-b785-95f8ae7f2dc4 · outbound
Graph Neural Networks Need Cluster-Normalize-Activate Modules A survey of graph neural networks in various learning paradigms: methods, applications, and challenges
Reference 68
Source-reported events for the cited work
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Observation af2b2779-f662-4c82-ad7c-a2d579f8b204 · outbound
Graph Neural Networks Need Cluster-Normalize-Activate Modules Graph Neural Networks for Molecules
Reference 69
Source-reported events for the cited work
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Observation 5c5261f2-dc30-4d4b-b21f-6ecc58ef2af0 · outbound
Graph Neural Networks Need Cluster-Normalize-Activate Modules Simplifying Graph Convolutional Networks
Reference 70
Source-reported events for the cited work
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Observation b05d944c-8422-464e-932d-f1b723dd3aa7 · outbound
Graph Neural Networks Need Cluster-Normalize-Activate Modules Link Prediction Based on Graph Neural Networks
Reference 71
Source-reported events for the cited work
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Observation e91fcf8a-7bb5-49a3-9c73-10461814b291 · outbound
Graph Neural Networks Need Cluster-Normalize-Activate Modules PairNorm : Tackling Oversmoothing in GNNs
Reference 72
Source-reported events for the cited work
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Observation 014edb93-5817-426e-bb99-138ddb6af2d6 · outbound
Graph Neural Networks Need Cluster-Normalize-Activate Modules Graph neural networks: A review of methods and applications
Reference 73
Source-reported events for the cited work
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Observation 863aea9f-ccb2-40fc-b4de-95f4122fee8d · outbound
Graph Neural Networks Need Cluster-Normalize-Activate Modules Towards deeper graph neural networks with differentiable group normalization
Reference 74
Source-reported events for the cited work
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Observation 0dfdd7a2-a02e-4ae2-ac6d-9e30da30c4e8 · outbound
Graph Neural Networks Need Cluster-Normalize-Activate Modules Deep Graph Contrastive Representation Learning , 2020
Reference 75
Source-reported events for the cited work
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No inbound Pith citation observations are available.