Paper Citation Record · LEDGER

AI Generalisation Gap In Comorbid Sleep Disorder Staging

As of 7 August 2026, this Paper Citation Record lists 45 of 45 outbound references and 0 inbound Pith citation observations for arXiv:2603.23582.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2603.23582 v2

Coverage vector

measured 45 of 45 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-07-13T19:43:02.198818Z

measured 45 of 45 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

45 of 45 outbound references displayed

verified exact0
verified fuzzy0
unresolved45
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation d2add1eb-676e-404e-852d-0ce33198bda9 · outbound

This paper cites Machine learning techniques for anti-money laundering (AML) solutions in suspicious transaction detection: A review.

AI Generalisation Gap In Comorbid Sleep Disorder Staging Machine learning techniques for anti-money laundering (AML) solutions in suspicious transaction detection: A review

Reference 1

Resolution: unresolved; no resolver link, observed 2026-07-13T19:43:02.198818Z

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Observation b62b3cb5-207b-408f-9b96-2dc09df8ad37 · outbound

This paper cites Financial Fraud: A Review of Anomaly Detection Techniques and Recent Advances.

AI Generalisation Gap In Comorbid Sleep Disorder Staging Financial Fraud: A Review of Anomaly Detection Techniques and Recent Advances

Reference 2

Resolution: unresolved; no resolver link, observed 2026-07-13T19:43:02.198818Z

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Observation 569bbc1c-ceb6-4d80-9401-31ca87b45b7c · outbound

This paper cites Financial fraud detection using graph neural networks: A systematic review.

AI Generalisation Gap In Comorbid Sleep Disorder Staging Financial fraud detection using graph neural networks: A systematic review

Reference 3

Resolution: unresolved; no resolver link, observed 2026-07-13T19:43:02.198818Z

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Observation 34e5d7cd-76e3-4e9b-90cc-9264a538d741 · outbound

This paper cites HoloNets: Spectral Convolutions do extend to Directed Graphs.

AI Generalisation Gap In Comorbid Sleep Disorder Staging HoloNets: Spectral Convolutions do extend to Directed Graphs

Reference 4

Resolution: unresolved; no resolver link, observed 2026-07-13T19:43:02.198818Z

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Observation e7dc2054-0783-4117-b7d5-7a6bc800fc44 · outbound

This paper cites SigMaNet: One laplacian to rule them all.

AI Generalisation Gap In Comorbid Sleep Disorder Staging SigMaNet: One laplacian to rule them all

Reference 5

Resolution: unresolved; no resolver link, observed 2026-07-13T19:43:02.198818Z

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Observation a30559b0-bdb7-40a2-9a76-ebb7eedb3187 · outbound

This paper cites MagNet: A Neural Network for Directed Graphs.

AI Generalisation Gap In Comorbid Sleep Disorder Staging MagNet: A Neural Network for Directed Graphs

Reference 6

Resolution: unresolved; no resolver link, observed 2026-07-13T19:43:02.198818Z

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Observation 41e8ee86-980c-4dc9-b7ef-687d09ad26c9 · outbound

This paper cites Digraph Inception Convolutional Networks.

AI Generalisation Gap In Comorbid Sleep Disorder Staging Digraph Inception Convolutional Networks

Reference 7

Resolution: unresolved; no resolver link, observed 2026-07-13T19:43:02.198818Z

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Observation aad7a9c1-fb36-431d-806e-7bfd63dcfe0e · outbound

This paper cites Directed Graph Convolutional Network.

AI Generalisation Gap In Comorbid Sleep Disorder Staging Directed Graph Convolutional Network

Reference 8

Resolution: unresolved; no resolver link, observed 2026-07-13T19:43:02.198818Z

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Observation 3c588b99-b6ad-45df-8cb5-84d380c622fc · outbound

This paper cites Spectral-based Graph Convolutional Network for Directed Graphs.

AI Generalisation Gap In Comorbid Sleep Disorder Staging Spectral-based Graph Convolutional Network for Directed Graphs

Reference 9

Resolution: unresolved; no resolver link, observed 2026-07-13T19:43:02.198818Z

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Observation fd381012-9917-4102-a36c-28ca045d2112 · outbound

This paper cites MotifNet: a motif-based Graph Convolutional Network for directed graphs.

AI Generalisation Gap In Comorbid Sleep Disorder Staging MotifNet: a motif-based Graph Convolutional Network for directed graphs

Reference 10

Resolution: unresolved; no resolver link, observed 2026-07-13T19:43:02.198818Z

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Observation afc3480d-f8b8-404e-8ad4-59c62be59921 · outbound

This paper cites Edge Directionality Improves Learning on Heterophilic Graphs.

AI Generalisation Gap In Comorbid Sleep Disorder Staging Edge Directionality Improves Learning on Heterophilic Graphs

Reference 11

Resolution: unresolved; no resolver link, observed 2026-07-13T19:43:02.198818Z

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Observation 7c7725f4-7549-432b-ae85-a72b503c2721 · outbound

This paper cites Directed Acyclic Graph Neural Networks.

AI Generalisation Gap In Comorbid Sleep Disorder Staging Directed Acyclic Graph Neural Networks

Reference 12

Resolution: unresolved; no resolver link, observed 2026-07-13T19:43:02.198818Z

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Observation 53922cfe-917d-41c6-afd1-bdcea5032fcd · outbound

This paper cites Gated Graph Sequence Neural Networks.

AI Generalisation Gap In Comorbid Sleep Disorder Staging Gated Graph Sequence Neural Networks

Reference 13

Resolution: unresolved; no resolver link, observed 2026-07-13T19:43:02.198818Z

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Observation c4370c56-ef6f-4703-8cee-40e32ce05061 · outbound

This paper cites Neural Message Passing for Quantum Chemistry.

AI Generalisation Gap In Comorbid Sleep Disorder Staging Neural Message Passing for Quantum Chemistry

Reference 14

Resolution: unresolved; no resolver link, observed 2026-07-13T19:43:02.198818Z

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Observation 7bae4feb-17dd-4171-97d4-b088f3ab0881 · outbound

This paper cites The Graph Neural Network Model.

AI Generalisation Gap In Comorbid Sleep Disorder Staging The Graph Neural Network Model

Reference 15

Resolution: unresolved; no resolver link, observed 2026-07-13T19:43:02.198818Z

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Observation 48fb4b08-94b7-401f-ae4a-40db4974426c · outbound

This paper cites Screen the Account for Suspicious Indicators: Recognition of a Suspicious Activity Indicator or Indicators.

AI Generalisation Gap In Comorbid Sleep Disorder Staging Screen the Account for Suspicious Indicators: Recognition of a Suspicious Activity Indicator or Indicators

Reference 16

Resolution: unresolved; no resolver link, observed 2026-07-13T19:43:02.198818Z

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Observation 6f943726-1b59-42c7-9c3f-3c6d2ba0e7c3 · outbound

This paper cites Fast incremental and personalized PageRank.

AI Generalisation Gap In Comorbid Sleep Disorder Staging Fast incremental and personalized PageRank

Reference 17

Resolution: unresolved; no resolver link, observed 2026-07-13T19:43:02.198818Z

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Observation 04033b7a-9d26-4e6f-81ac-ceba387736d5 · outbound

This paper cites Graph Attention Networks.

AI Generalisation Gap In Comorbid Sleep Disorder Staging Graph Attention Networks

Reference 18

Resolution: unresolved; no resolver link, observed 2026-07-13T19:43:02.198818Z

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Observation 4da25584-b938-4f72-a2a5-59e8ae2d368e · outbound

This paper cites Supervised Community Detection with Line Graph Neural Networks.

AI Generalisation Gap In Comorbid Sleep Disorder Staging Supervised Community Detection with Line Graph Neural Networks

Reference 19

Resolution: unresolved; no resolver link, observed 2026-07-13T19:43:02.198818Z

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Observation 2dca566e-37cb-487c-b145-02eb29b80f91 · outbound

This paper cites Line Graph Neural Networks for Link Weight Prediction.

AI Generalisation Gap In Comorbid Sleep Disorder Staging Line Graph Neural Networks for Link Weight Prediction

Reference 20

Resolution: unresolved; no resolver link, observed 2026-07-13T19:43:02.198818Z

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Observation bafe8319-c54c-47fa-9a11-4fe7377bfb1c · outbound

This paper cites LeL-GNN: Learnable Edge Sampling and Line Based Graph Neural Network for Link Prediction.

AI Generalisation Gap In Comorbid Sleep Disorder Staging LeL-GNN: Learnable Edge Sampling and Line Based Graph Neural Network for Link Prediction

Reference 21

Resolution: unresolved; no resolver link, observed 2026-07-13T19:43:02.198818Z

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Observation 7e842b00-bc9a-4066-a09d-71d972167209 · outbound

This paper cites Learning Graph Representations Through Learning and Propagating Edge Features.

AI Generalisation Gap In Comorbid Sleep Disorder Staging Learning Graph Representations Through Learning and Propagating Edge Features

Reference 22

Resolution: unresolved; no resolver link, observed 2026-07-13T19:43:02.198818Z

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Observation 2420ee70-59a3-40b5-9306-bd415349ed4b · outbound

This paper cites CensNet: Convolution with Edge-Node Switching in Graph Neural Networks.

AI Generalisation Gap In Comorbid Sleep Disorder Staging CensNet: Convolution with Edge-Node Switching in Graph Neural Networks

Reference 23

Resolution: unresolved; no resolver link, observed 2026-07-13T19:43:02.198818Z

Source-reported events for the cited work

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Observation 7ccb9c95-63cb-42ae-85d3-1102fca9ee73 · outbound

This paper cites Line graph contrastive learning for node classification.

AI Generalisation Gap In Comorbid Sleep Disorder Staging Line graph contrastive learning for node classification

Reference 24

Resolution: unresolved; no resolver link, observed 2026-07-13T19:43:02.198818Z

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Observation 14ded2fa-ed0f-4f8d-9e3a-6063aca999a4 · outbound

This paper cites Semi-Supervised Classification with Graph Convolutional Networks.

AI Generalisation Gap In Comorbid Sleep Disorder Staging Semi-Supervised Classification with Graph Convolutional Networks

Reference 25

Resolution: unresolved; no resolver link, observed 2026-07-13T19:43:02.198818Z

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Observation 3e06dc16-2968-4c09-9e87-01b8f247327a · outbound

This paper cites Inductive Representation Learning on Large Graphs.

AI Generalisation Gap In Comorbid Sleep Disorder Staging Inductive Representation Learning on Large Graphs

Reference 26

Resolution: unresolved; no resolver link, observed 2026-07-13T19:43:02.198818Z

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Observation 3e34ce57-bb0d-4592-9560-8aaadc2bf150 · outbound

This paper cites How Powerful are Graph Neural Networks? In Proceedings of the 7th International Conference on Learning Representations, ICLR 2019, New Orleans, LA, USA, 6–9 May 2019.

AI Generalisation Gap In Comorbid Sleep Disorder Staging How Powerful are Graph Neural Networks? In Proceedings of the 7th International Conference on Learning Representations, ICLR 2019, New Orleans, LA, USA, 6–9 May 2019

Reference 27

Resolution: unresolved; no resolver link, observed 2026-07-13T19:43:02.198818Z

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Observation e46a82fc-8647-41bc-9b89-b02da707aa0a · outbound

This paper cites Beyond Homophily: Robust Graph Anomaly Detection via Neural Sparsification.

AI Generalisation Gap In Comorbid Sleep Disorder Staging Beyond Homophily: Robust Graph Anomaly Detection via Neural Sparsification

Reference 28

Resolution: unresolved; no resolver link, observed 2026-07-13T19:43:02.198818Z

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Observation 05cdf632-da90-4355-9050-7b3194629d73 · outbound

This paper cites Adaptive Universal Generalized PageRank Graph Neural Network.

AI Generalisation Gap In Comorbid Sleep Disorder Staging Adaptive Universal Generalized PageRank Graph Neural Network

Reference 29

Resolution: unresolved; no resolver link, observed 2026-07-13T19:43:02.198818Z

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Observation 64d9dc42-16b6-4532-a3e9-5a5a8cc8238b · outbound

This paper cites LaundroGraph: Self-Supervised Graph Representation Learning for Anti-Money Laundering.

AI Generalisation Gap In Comorbid Sleep Disorder Staging LaundroGraph: Self-Supervised Graph Representation Learning for Anti-Money Laundering

Reference 30

Resolution: unresolved; no resolver link, observed 2026-07-13T19:43:02.198818Z

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Observation ad2bb09c-ffdf-48a5-b86a-f5e3948409ea · outbound

This paper cites Cross-Stitch Networks for Multi-task Learning.

AI Generalisation Gap In Comorbid Sleep Disorder Staging Cross-Stitch Networks for Multi-task Learning

Reference 31

Resolution: unresolved; no resolver link, observed 2026-07-13T19:43:02.198818Z

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Observation ac5d51ee-9271-407b-a5a2-a591338c9b36 · outbound

This paper cites Deep Residual Learning for Image Recognition.

AI Generalisation Gap In Comorbid Sleep Disorder Staging Deep Residual Learning for Image Recognition

Reference 32

Resolution: unresolved; no resolver link, observed 2026-07-13T19:43:02.198818Z

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Observation ee5f6ba7-d104-42f2-a49f-da2988406f36 · outbound

This paper cites Ethereum Fraud Detection with Heterogeneous Graph Neural Networks.

AI Generalisation Gap In Comorbid Sleep Disorder Staging Ethereum Fraud Detection with Heterogeneous Graph Neural Networks

Reference 33

Resolution: unresolved; no resolver link, observed 2026-07-13T19:43:02.198818Z

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Observation 9d66a769-bff1-45eb-9530-7b65d0a62405 · outbound

This paper cites Who Are the Phishers? Phishing Scam Detection on Ethereum via Network Embedding.

AI Generalisation Gap In Comorbid Sleep Disorder Staging Who Are the Phishers? Phishing Scam Detection on Ethereum via Network Embedding

Reference 34

Resolution: unresolved; no resolver link, observed 2026-07-13T19:43:02.198818Z

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Observation aa005569-7053-4270-ad9a-4c94de6a2d99 · outbound

This paper cites Anomaly Detection in Networks with Application to Financial Transaction Networks.

AI Generalisation Gap In Comorbid Sleep Disorder Staging Anomaly Detection in Networks with Application to Financial Transaction Networks

Reference 35

Resolution: unresolved; no resolver link, observed 2026-07-13T19:43:02.198818Z

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Observation f56e0e80-28dc-4dce-89ba-1eedfb2d10f4 · outbound

This paper cites Principal Neighbourhood Aggregation for Graph Nets.

AI Generalisation Gap In Comorbid Sleep Disorder Staging Principal Neighbourhood Aggregation for Graph Nets

Reference 36

Resolution: unresolved; no resolver link, observed 2026-07-13T19:43:02.198818Z

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Observation 7524876c-9cad-41a7-8a04-b5be604e11b7 · outbound

This paper cites Rossmann-toolbox: A deep learning-based protocol for the prediction and design of cofactor specificity in Rossmann fold proteins.

AI Generalisation Gap In Comorbid Sleep Disorder Staging Rossmann-toolbox: A deep learning-based protocol for the prediction and design of cofactor specificity in Rossmann fold proteins

Reference 37

Resolution: unresolved; no resolver link, observed 2026-07-13T19:43:02.198818Z

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Observation 2317311f-d3b1-4c58-8528-31743a070df4 · outbound

This paper cites Representation Learning on Graphs with Jumping Knowledge Networks.

AI Generalisation Gap In Comorbid Sleep Disorder Staging Representation Learning on Graphs with Jumping Knowledge Networks

Reference 38

Resolution: unresolved; no resolver link, observed 2026-07-13T19:43:02.198818Z

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Observation e20f5fff-c1fa-4dc9-a039-7a2d8863c0f7 · outbound

This paper cites Strategies for Pre-training Graph Neural Net- works.

AI Generalisation Gap In Comorbid Sleep Disorder Staging Strategies for Pre-training Graph Neural Net- works

Reference 39

Resolution: unresolved; no resolver link, observed 2026-07-13T19:43:02.198818Z

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Observation 952add43-0523-4b71-9c77-20f3c73e4d20 · outbound

This paper cites PyTorch Geometric Signed Directed: A Software Package on Graph Neural Networks for Signed and Directed Graphs.

AI Generalisation Gap In Comorbid Sleep Disorder Staging PyTorch Geometric Signed Directed: A Software Package on Graph Neural Networks for Signed and Directed Graphs

Reference 40

Resolution: unresolved; no resolver link, observed 2026-07-13T19:43:02.198818Z

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Observation 07612817-04c7-440f-990d-89a86d75f70b · outbound

This paper cites PyTorch: An Imperative Style, High-Performance Deep Learning Library.

AI Generalisation Gap In Comorbid Sleep Disorder Staging PyTorch: An Imperative Style, High-Performance Deep Learning Library

Reference 41

Resolution: unresolved; no resolver link, observed 2026-07-13T19:43:02.198818Z

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Observation 7ebccc3d-3b1f-42f2-a52a-2fabad0e2cf8 · outbound

This paper cites Deep Graph Library: A Graph-Centric, Highly-Performant Package for Graph Neural Networks.

AI Generalisation Gap In Comorbid Sleep Disorder Staging Deep Graph Library: A Graph-Centric, Highly-Performant Package for Graph Neural Networks

Reference 42

Resolution: unresolved; no resolver link, observed 2026-07-13T19:43:02.198818Z

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Observation 48d0af37-c9f0-423d-868d-11d93593c158 · outbound

This paper cites Fast Graph Representation Learning with PyTorch Geometric.

AI Generalisation Gap In Comorbid Sleep Disorder Staging Fast Graph Representation Learning with PyTorch Geometric

Reference 43

Resolution: unresolved; no resolver link, observed 2026-07-13T19:43:02.198818Z

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Observation d86be409-aedc-496e-aa28-31627960037f · outbound

This paper cites Adam: A Method for Stochastic Optimization.

AI Generalisation Gap In Comorbid Sleep Disorder Staging Adam: A Method for Stochastic Optimization

Reference 44

Resolution: unresolved; no resolver link, observed 2026-07-13T19:43:02.198818Z

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Observation ca390b0c-0325-48a8-a404-7ed7648b9593 · outbound

This paper cites SGDR: Stochastic Gradient Descent with Warm Restarts.

AI Generalisation Gap In Comorbid Sleep Disorder Staging SGDR: Stochastic Gradient Descent with Warm Restarts

Reference 45

Resolution: unresolved; no resolver link, observed 2026-07-13T19:43:02.198818Z

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Pith citing papers

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