Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-24T08:44:23.340180Z
Paper Citation Record · LEDGER
As of 22 July 2026, this Paper Citation Record lists 53 of 53 outbound references and 1 inbound Pith citation observation for arXiv:2305.09958.
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 2026-05-24T08:44:23.340180Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-07-21T06:31:05.380196+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-07-01T06:10:26.634933Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-07-01T09:45:40.658923Z
53 of 53 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 1fda8f56-0037-4691-b693-e07e171c61c4 · outbound
SIGMA: An Efficient Heterophilous Graph Neural Network with Fast Global Aggregation Semi-supervised classifica- tion with graph convolutional networks
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-21T06:31:05.380196+00:00.
Observation 2e5c47e6-7f09-48bf-a78d-2e9aec3e14bf · outbound
SIGMA: An Efficient Heterophilous Graph Neural Network with Fast Global Aggregation Inductive representation learning on large graphs
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-21T06:31:05.380196+00:00.
Observation cbf8e8ae-c954-4f5f-a65f-72d0577c2556 · outbound
SIGMA: An Efficient Heterophilous Graph Neural Network with Fast Global Aggregation A Survey on Machine Learning Solutions for Graph Pattern Extraction
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-21T06:31:05.380196+00:00.
Observation 78a4fd89-bdb9-408c-a5c0-1714b9929ac7 · outbound
SIGMA: An Efficient Heterophilous Graph Neural Network with Fast Global Aggregation Spiking Graph Convolutional Networks
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-21T06:31:05.380196+00:00.
Observation 86efec72-cc49-4dac-b08d-0a0a35a7cf4f · outbound
SIGMA: An Efficient Heterophilous Graph Neural Network with Fast Global Aggregation Fusing global domain information and local semantic information to classify financial documents
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-21T06:31:05.380196+00:00.
Observation c4c7159d-dde3-4395-8839-3b53a762bf14 · outbound
SIGMA: An Efficient Heterophilous Graph Neural Network with Fast Global Aggregation Approximate graph propagation
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-21T06:31:05.380196+00:00.
Observation 9008b097-b683-45a4-9d6a-da603c6d9faf · outbound
SIGMA: An Efficient Heterophilous Graph Neural Network with Fast Global Aggregation Scalable graph neural networks via bidirectional propagation
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-21T06:31:05.380196+00:00.
Observation fbf45bd4-6124-4a59-8fc3-e4200ca355d6 · outbound
SIGMA: An Efficient Heterophilous Graph Neural Network with Fast Global Aggregation Graph Attention Networks
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-21T06:31:05.380196+00:00.
Observation 2bcc8963-5fe5-4f5e-8387-2a0758cd5405 · outbound
SIGMA: An Efficient Heterophilous Graph Neural Network with Fast Global Aggregation Predict then propagate: Graph neural networks meet personal- ized pagerank
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-21T06:31:05.380196+00:00.
Observation 0644eefa-eb65-47de-9b16-8afe27ae3d2f · outbound
SIGMA: An Efficient Heterophilous Graph Neural Network with Fast Global Aggregation Beyond homophily in graph neural networks: Current limitations and effective designs
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-21T06:31:05.380196+00:00.
Observation aa2bb647-699f-41b2-aa49-5ed486194bb1 · outbound
SIGMA: An Efficient Heterophilous Graph Neural Network with Fast Global Aggregation Mixhop: Higher-order graph convolutional architectures via sparsified neighborhood mixing
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-21T06:31:05.380196+00:00.
Observation 3128da36-7694-4d41-8dab-7c4271fa8595 · outbound
SIGMA: An Efficient Heterophilous Graph Neural Network with Fast Global Aggregation Geom-gcn: Geometric graph convolutional networks
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-21T06:31:05.380196+00:00.
Observation 6776ae60-a44e-4174-9c60-7fa42c6974b9 · outbound
SIGMA: An Efficient Heterophilous Graph Neural Network with Fast Global Aggregation Graph pointer neural networks
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-21T06:31:05.380196+00:00.
Observation 72dcd47b-6a69-43d1-9f8d-5589927e47cb · outbound
SIGMA: An Efficient Heterophilous Graph Neural Network with Fast Global Aggregation Non-local graph neural networks
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-21T06:31:05.380196+00:00.
Observation 5be7506e-15e2-4b6b-9268-5e7bf8c33ae8 · outbound
SIGMA: An Efficient Heterophilous Graph Neural Network with Fast Global Aggregation Universal graph convolutional networks
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-21T06:31:05.380196+00:00.
Observation e2d1797c-0d94-4578-a664-0ef5e7595686 · outbound
SIGMA: An Efficient Heterophilous Graph Neural Network with Fast Global Aggregation Finding global homophily in graph neural networks when meeting heterophily
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-21T06:31:05.380196+00:00.
Observation 4f0c1710-624b-4a4a-8958-7e33a49dac76 · outbound
SIGMA: An Efficient Heterophilous Graph Neural Network with Fast Global Aggregation Large scale learning on non- homophilous graphs: New benchmarks and strong simple methods
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-21T06:31:05.380196+00:00.
Observation 040202a7-d89d-453e-964e-84d941651e86 · outbound
SIGMA: An Efficient Heterophilous Graph Neural Network with Fast Global Aggregation Breaking the limit of graph neural networks by improving the assortativity of graphs with local mixing patterns
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-21T06:31:05.380196+00:00.
Observation 69ec7ecc-dbfc-4716-af08-766758e7df08 · outbound
SIGMA: An Efficient Heterophilous Graph Neural Network with Fast Global Aggregation Simrank: a measure of structural- context similarity
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-21T06:31:05.380196+00:00.
Observation 475776d3-b5a5-4c8b-9abc-512ef5f3ea7e · outbound
SIGMA: An Efficient Heterophilous Graph Neural Network with Fast Global Aggregation Cast: a correlation-based adaptive spectral clustering algorithm on multi-scale data
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-21T06:31:05.380196+00:00.
Observation a765188a-2ced-40dd-bc56-2ed2fabae5d1 · outbound
SIGMA: An Efficient Heterophilous Graph Neural Network with Fast Global Aggregation Two Sides of the Same Coin: Heterophily and Oversmoothing in Graph Convolutional Neural Networks
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-21T06:31:05.380196+00:00.
Observation 7b9f4f64-87f1-4eab-83da-eb9a7b41fdaf · outbound
SIGMA: An Efficient Heterophilous Graph Neural Network with Fast Global Aggregation Graph Neural Networks Beyond Compromise Between Attribute and Topology
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-21T06:31:05.380196+00:00.
Observation 4ed27430-c32f-4a82-a4da-9e14de4f0baa · outbound
SIGMA: An Efficient Heterophilous Graph Neural Network with Fast Global Aggregation Exact single-source simrank computation on large graphs
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-21T06:31:05.380196+00:00.
Observation 28d8605b-bd21-4ffa-960e-e31a7201b5b9 · outbound
SIGMA: An Efficient Heterophilous Graph Neural Network with Fast Global Aggregation Representation learning on graphs with jumping knowledge networks
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-21T06:31:05.380196+00:00.
Observation d3887145-a93c-4213-8161-b3c818f1c765 · outbound
SIGMA: An Efficient Heterophilous Graph Neural Network with Fast Global Aggregation Efficient top-k simrank-based simi- larity join
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-21T06:31:05.380196+00:00.
Observation c4a96a89-b119-4e33-b8d6-4e348fecbf5d · outbound
SIGMA: An Efficient Heterophilous Graph Neural Network with Fast Global Aggregation Efficient simrank track- ing in dynamic graphs
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-21T06:31:05.380196+00:00.
Observation 8af38ed1-6694-4c7e-bb3d-22dd54eeaf49 · outbound
SIGMA: An Efficient Heterophilous Graph Neural Network with Fast Global Aggregation GSim: A Graph Neural Network based Relevance Measure for Heterogeneous Graphs
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-21T06:31:05.380196+00:00.
Observation 921a143c-2717-41ef-a74e-d9ae1ec0963a · outbound
SIGMA: An Efficient Heterophilous Graph Neural Network with Fast Global Aggregation Massively Parallel Single-Source SimRanks in $o(\log n)$ Rounds
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-21T06:31:05.380196+00:00.
Observation f80d1b10-79a4-4d86-9fa1-1dfbc359bd5a · outbound
SIGMA: An Efficient Heterophilous Graph Neural Network with Fast Global Aggregation Cluster-gcn: An efficient algorithm for training deep and large graph convolutional networks
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-21T06:31:05.380196+00:00.
Observation 3e402296-9402-457b-b8a1-ad96ab16d335 · outbound
SIGMA: An Efficient Heterophilous Graph Neural Network with Fast Global Aggregation Adaptive universal generalized pagerank graph neural network
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-21T06:31:05.380196+00:00.
Observation 51362c75-9eaf-403f-a012-c19340bab537 · outbound
SIGMA: An Efficient Heterophilous Graph Neural Network with Fast Global Aggregation Available: https://openreview.net/forum? id=n6jl7fLxrP
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-21T06:31:05.380196+00:00.
Observation f9bd65e2-2686-4e08-8b89-748e3e4e2fd8 · outbound
SIGMA: An Efficient Heterophilous Graph Neural Network with Fast Global Aggregation Dif- fusion Improves Graph Learning
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-21T06:31:05.380196+00:00.
Observation 831a43c9-33af-4e1a-aaaf-9197277141e8 · outbound
SIGMA: An Efficient Heterophilous Graph Neural Network with Fast Global Aggregation Scaling graph neural networks with approximate pagerank
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-21T06:31:05.380196+00:00.
Observation 1ac9aa6a-1b71-4dce-8671-5972c76b8c2a · outbound
SIGMA: An Efficient Heterophilous Graph Neural Network with Fast Global Aggregation Do transformers really perform badly for graph representation?
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-21T06:31:05.380196+00:00.
Observation 15ac2f20-e8aa-4c80-bb90-7336a45445ce · outbound
SIGMA: An Efficient Heterophilous Graph Neural Network with Fast Global Aggregation Simple and deep graph convolutional networks
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-21T06:31:05.380196+00:00.
Observation 0079e326-297d-4861-8181-beb665851298 · outbound
SIGMA: An Efficient Heterophilous Graph Neural Network with Fast Global Aggregation Simplifying graph convolutional networks
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-21T06:31:05.380196+00:00.
Observation 95f4396f-19e4-4575-a6b5-89e57ca80963 · outbound
SIGMA: An Efficient Heterophilous Graph Neural Network with Fast Global Aggregation Gbk-gnn: Gated bi-kernel graph neural networks for mod- eling both homophily and heterophily
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-21T06:31:05.380196+00:00.
Observation 0e6d40b5-84b4-4939-a2bb-872753350891 · outbound
SIGMA: An Efficient Heterophilous Graph Neural Network with Fast Global Aggregation Powerful graph convolutional networks with adaptive propagation mechanism for homophily and heterophily
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-21T06:31:05.380196+00:00.
Observation 07b40a9e-472c-4943-be85-e72e0b6802ae · outbound
SIGMA: An Efficient Heterophilous Graph Neural Network with Fast Global Aggregation Similarity-navigated graph neural networks for node classification
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-21T06:31:05.380196+00:00.
Observation 3551c6fb-ddae-4a09-bbc8-73a4fbbbd65a · outbound
SIGMA: An Efficient Heterophilous Graph Neural Network with Fast Global Aggregation Predicting global label relationship matrix for graph neural networks under heterophily
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-21T06:31:05.380196+00:00.
Observation b8653f1b-3434-4aa3-9d12-c6a40dc58e75 · outbound
SIGMA: An Efficient Heterophilous Graph Neural Network with Fast Global Aggregation Scara: Scalable graph neural networks with feature-oriented optimization
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-21T06:31:05.380196+00:00.
Observation 2c8ad3b2-1e6f-48c1-9582-54ee4d72d1a2 · outbound
SIGMA: An Efficient Heterophilous Graph Neural Network with Fast Global Aggregation LD2: Scalable heterophilous graph neural network with decoupled em- bedding
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-21T06:31:05.380196+00:00.
Observation 429987cd-1873-4a6c-a849-a20b54fcf960 · outbound
SIGMA: An Efficient Heterophilous Graph Neural Network with Fast Global Aggregation Scalable decoupling graph neural networks with feature-oriented optimization
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-21T06:31:05.380196+00:00.
Observation 6fa18203-3be0-4da1-81f6-03fe8b1d3fe0 · outbound
SIGMA: An Efficient Heterophilous Graph Neural Network with Fast Global Aggregation Bird: Efficient approximation of bidirectional hidden personalized pagerank
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-21T06:31:05.380196+00:00.
Observation ada2281c-3f08-4885-aabd-9ceb9bd2993e · outbound
SIGMA: An Efficient Heterophilous Graph Neural Network with Fast Global Aggregation Agenda: Robust personalized pager- anks in evolving graphs
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-21T06:31:05.380196+00:00.
Observation 41b971c1-7db5-4263-8677-23ed5d779736 · outbound
SIGMA: An Efficient Heterophilous Graph Neural Network with Fast Global Aggregation Topology- monitorable contrastive learning on dynamic graphs
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-21T06:31:05.380196+00:00.
Observation 4f4ab57c-a739-4046-adfb-216a0cb03f98 · outbound
SIGMA: An Efficient Heterophilous Graph Neural Network with Fast Global Aggregation Is Heterophily A Real Nightmare For Graph Neural Networks To Do Node Classification?
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-21T06:31:05.380196+00:00.
Observation 7a874d70-85ee-451a-b6ef-bf69c31b4b68 · outbound
SIGMA: An Efficient Heterophilous Graph Neural Network with Fast Global Aggregation Multi- scale attributed node embedding
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-21T06:31:05.380196+00:00.
Observation ba6c690d-0c18-41ed-b93b-3edfac5061cb · outbound
SIGMA: An Efficient Heterophilous Graph Neural Network with Fast Global Aggregation Deep gaussian embedding of graphs: Unsupervised inductive learning via ranking
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-21T06:31:05.380196+00:00.
Observation 8f4acaec-2be3-46ae-b1c6-6e349633205d · outbound
SIGMA: An Efficient Heterophilous Graph Neural Network with Fast Global Aggregation Collective classification in network data
Reference 50
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-21T06:31:05.380196+00:00.
Observation 93ec8bb5-286d-4105-ac5e-8040fd118755 · outbound
SIGMA: An Efficient Heterophilous Graph Neural Network with Fast Global Aggregation Query-driven active surveying for collective classification
Reference 51
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-21T06:31:05.380196+00:00.
Observation cdc21e7b-37a0-4b87-854b-959960e806e7 · outbound
SIGMA: An Efficient Heterophilous Graph Neural Network with Fast Global Aggregation On the use of arxiv as a dataset
Reference 52
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-21T06:31:05.380196+00:00.
Observation ef58ca05-3e5f-4794-8b2f-0af59f92c2f2 · outbound
SIGMA: An Efficient Heterophilous Graph Neural Network with Fast Global Aggregation Snap datasets: Stanford large network dataset collection
Reference 53
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-21T06:31:05.380196+00:00.
Observation 0a61fcb1-a327-4ae6-9da5-4a8979ac8bd7 · inbound
FedLAB: Traceable Semantic Codebooks for Federated Multimodal Graph Foundation Learning SIGMA: An Efficient Heterophilous Graph Neural Network with Fast Global Aggregation
Reference 123
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-21T06:31:05.380196+00:00.