Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-16T05:25:32.732323Z
Paper Citation Record · LEDGER
As of 21 August 2026, this Paper Citation Record lists 44 of 44 outbound references and 0 inbound Pith citation observations for arXiv:2504.20744.
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 2026-08-16T05:25:32.732323Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+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
44 of 44 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation db7e8f18-1ff0-40b5-9d05-6f1a9306fbeb · outbound
DB-GNN: Dual-Branch Graph Neural Network with Multi-Level Contrastive Learning for Jointly Identifying Within- and Cross-Frequency Coupled Brain Networks This approach fully leverages b oth WFC and CFC information of emotional brain states, thereby laying a foundation for accurate emotion classification
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 990e48f1-dc3c-4137-bd80-a0c38d7af39b · outbound
DB-GNN: Dual-Branch Graph Neural Network with Multi-Level Contrastive Learning for Jointly Identifying Within- and Cross-Frequency Coupled Brain Networks Unresolved cited work
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 88d22b41-14b4-4c5d-be21-b8ee949a64d4 · outbound
DB-GNN: Dual-Branch Graph Neural Network with Multi-Level Contrastive Learning for Jointly Identifying Within- and Cross-Frequency Coupled Brain Networks # $ = 1 %&’()*+, -.,/0 − +,$-.,/02 / 1 % ∈ , , , , -20 where !
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation f40a87a0-d532-445a-abc1-f7d8d132fd92 · outbound
DB-GNN: Dual-Branch Graph Neural Network with Multi-Level Contrastive Learning for Jointly Identifying Within- and Cross-Frequency Coupled Brain Networks EEG Source Imaging : A Practical Review of the Analysis Steps,
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation f1d830f4-6ba5-419a-bdbe-ebcfe7956149 · outbound
DB-GNN: Dual-Branch Graph Neural Network with Multi-Level Contrastive Learning for Jointly Identifying Within- and Cross-Frequency Coupled Brain Networks Emotion Downregulation Targets Interoceptive Brain Regions While Emotion Upregulation Targets Other Af fective Brain Regions,
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation f16d696b-38ea-4363-9afd-8ed914c3b16f · outbound
DB-GNN: Dual-Branch Graph Neural Network with Multi-Level Contrastive Learning for Jointly Identifying Within- and Cross-Frequency Coupled Brain Networks The functional role of cross-frequency coupling,
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation eb080ec0-2e94-4a9a-a6f3-27162e420908 · outbound
DB-GNN: Dual-Branch Graph Neural Network with Multi-Level Contrastive Learning for Jointly Identifying Within- and Cross-Frequency Coupled Brain Networks Unresolved cited work
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation faa11406-4e35-4fc3-8444-d95d144697ad · outbound
DB-GNN: Dual-Branch Graph Neural Network with Multi-Level Contrastive Learning for Jointly Identifying Within- and Cross-Frequency Coupled Brain Networks Low-frequency neuronal oscillations as instruments of sensory selection,
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 483cb0a7-90f5-4297-a53f-65d0889a23ae · outbound
DB-GNN: Dual-Branch Graph Neural Network with Multi-Level Contrastive Learning for Jointly Identifying Within- and Cross-Frequency Coupled Brain Networks Alpha-band oscillations, attentio n, and controlled access to stored information,
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d658663a-cdfa-4355-a81f-83aaab77082c · outbound
DB-GNN: Dual-Branch Graph Neural Network with Multi-Level Contrastive Learning for Jointly Identifying Within- and Cross-Frequency Coupled Brain Networks Emotion recogni tion based on group phase locking value using convolutional neural network,
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation a516dbe6-1c6e-4b44-8d24-1550c7249c76 · outbound
DB-GNN: Dual-Branch Graph Neural Network with Multi-Level Contrastive Learning for Jointly Identifying Within- and Cross-Frequency Coupled Brain Networks The Theta-Gamma Ne ural Code,
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bdeda254-a659-4991-9b86-c94f14c6769c · outbound
DB-GNN: Dual-Branch Graph Neural Network with Multi-Level Contrastive Learning for Jointly Identifying Within- and Cross-Frequency Coupled Brain Networks EEG emotion recognition based on cross-frequency granger causality feature extraction and fusion in the left and right hemispheres,
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation d0f41039-3ce3-426f-82bc-b93d6a3d02ba · outbound
DB-GNN: Dual-Branch Graph Neural Network with Multi-Level Contrastive Learning for Jointly Identifying Within- and Cross-Frequency Coupled Brain Networks Graph Neural Network-Based EEG Classification : A Survey | IEEE Journals & Magazine | IEEE Xplore
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 2f0337e0-38e5-4efa-92f3-582bbc9b9d20 · outbound
DB-GNN: Dual-Branch Graph Neural Network with Multi-Level Contrastive Learning for Jointly Identifying Within- and Cross-Frequency Coupled Brain Networks Colloquiu m: Multiscale modeling of brain network organization,
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 462ee96a-39e1-476a-9d37-d2e527f3de4c · outbound
DB-GNN: Dual-Branch Graph Neural Network with Multi-Level Contrastive Learning for Jointly Identifying Within- and Cross-Frequency Coupled Brain Networks Application of Graph Theory for Identifying Connectivity Patterns in Human Brain Networks: A Systematic Review,
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 74bf02a6-b49b-4fd4-8183-06c5c3fbd3f1 · outbound
DB-GNN: Dual-Branch Graph Neural Network with Multi-Level Contrastive Learning for Jointly Identifying Within- and Cross-Frequency Coupled Brain Networks EEG Emotion Classification Based on Graph Convolutional Network,
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 39cbbac4-be55-4a09-9dd0-7075ab5d9ab9 · outbound
DB-GNN: Dual-Branch Graph Neural Network with Multi-Level Contrastive Learning for Jointly Identifying Within- and Cross-Frequency Coupled Brain Networks EEG Emotion Recognition Based on Dynamic Graph Neural Networks,
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a7344963-a6a9-42bb-b4ac-d13baaca8b0b · outbound
DB-GNN: Dual-Branch Graph Neural Network with Multi-Level Contrastive Learning for Jointly Identifying Within- and Cross-Frequency Coupled Brain Networks SAGN: Sp arse Adaptive Gated Graph Neural Network With Graph Regularization for Identifying Dual- View Brain Networks,
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e67917e4-ab9b-42c9-abc0-11c822ee0a4f · outbound
DB-GNN: Dual-Branch Graph Neural Network with Multi-Level Contrastive Learning for Jointly Identifying Within- and Cross-Frequency Coupled Brain Networks Unresolved cited work
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c530fee8-58d7-4c92-a0d9-cdda042e6e0a · outbound
DB-GNN: Dual-Branch Graph Neural Network with Multi-Level Contrastive Learning for Jointly Identifying Within- and Cross-Frequency Coupled Brain Networks Graph Attention Networks
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f1f071fb-2e35-4aec-b5cc-adc897a7bf0c · outbound
DB-GNN: Dual-Branch Graph Neural Network with Multi-Level Contrastive Learning for Jointly Identifying Within- and Cross-Frequency Coupled Brain Networks Multi-Granularity Analysis of Brain Networks Assembled With Intra-Frequency and Cross-Frequency Phase Coup ling for Human EEG After Stroke,
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 4859d2d8-017a-4d0d-b9dd-30453a477165 · outbound
DB-GNN: Dual-Branch Graph Neural Network with Multi-Level Contrastive Learning for Jointly Identifying Within- and Cross-Frequency Coupled Brain Networks Review of Graph Neural Network in Text Classification,
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8824b376-c068-4c30-96c8-116ff87b0cfe · outbound
DB-GNN: Dual-Branch Graph Neural Network with Multi-Level Contrastive Learning for Jointly Identifying Within- and Cross-Frequency Coupled Brain Networks Graph Neural Networks and Their Current Applications in Bioinformatics,
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7eb8dc5a-6266-4c1d-94f8-79c6d8dddfcb · outbound
DB-GNN: Dual-Branch Graph Neural Network with Multi-Level Contrastive Learning for Jointly Identifying Within- and Cross-Frequency Coupled Brain Networks Gra ph Neural Networks in Network Neuroscience,
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c44e8dee-11c4-4729-bb7f-278e4be8fd80 · outbound
DB-GNN: Dual-Branch Graph Neural Network with Multi-Level Contrastive Learning for Jointly Identifying Within- and Cross-Frequency Coupled Brain Networks EEG-Based Emo tion Recognition Using Regularized Graph Neural Networks,
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b28c0108-ee99-43e8-baf0-90a025baec36 · outbound
DB-GNN: Dual-Branch Graph Neural Network with Multi-Level Contrastive Learning for Jointly Identifying Within- and Cross-Frequency Coupled Brain Networks Representation Learning with Contrastive Predictive Coding
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation beb031cb-70bd-4211-ba8e-910a92fd9050 · outbound
DB-GNN: Dual-Branch Graph Neural Network with Multi-Level Contrastive Learning for Jointly Identifying Within- and Cross-Frequency Coupled Brain Networks A Graph Neur al Network for EEG- Based Emotion Recognition With Contrastive Learning and Generative Adversarial Neural Network Data Augmentation,
Reference 27
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Unavailable: canonical work link unavailable.
Observation 7e58a3b5-b5c0-4996-bbab-85cca1ef25ec · outbound
DB-GNN: Dual-Branch Graph Neural Network with Multi-Level Contrastive Learning for Jointly Identifying Within- and Cross-Frequency Coupled Brain Networks Emotion recognition of EEG signals based on contrastive lea rning graph convolutional model,
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 1bb32132-89db-4d06-b4eb-084972262d1f · outbound
DB-GNN: Dual-Branch Graph Neural Network with Multi-Level Contrastive Learning for Jointly Identifying Within- and Cross-Frequency Coupled Brain Networks On the theory of filter ampli fiers,
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation cf9babc0-daae-46f1-85ac-7eab5380bab5 · outbound
DB-GNN: Dual-Branch Graph Neural Network with Multi-Level Contrastive Learning for Jointly Identifying Within- and Cross-Frequency Coupled Brain Networks Investigating Criti cal Frequency Bands and Channels for EEG-Based Emotion Recognition with Dee p Neural Networks,
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation abd3698d-f1b7-4c9b-a45c-7e46e7117f0f · outbound
DB-GNN: Dual-Branch Graph Neural Network with Multi-Level Contrastive Learning for Jointly Identifying Within- and Cross-Frequency Coupled Brain Networks Semi-Supervised Classification with Graph Convolutional Networks
Reference 31
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Unavailable: canonical work link unavailable.
Observation eca92a60-9de2-4eda-b773-b8453e683cfc · outbound
DB-GNN: Dual-Branch Graph Neural Network with Multi-Level Contrastive Learning for Jointly Identifying Within- and Cross-Frequency Coupled Brain Networks How to Find Your Friendly Neighborhood: Graph Attention Design with Self-Supervision
Reference 32
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7c6b8280-e0d8-4928-ae30-816177fe1f99 · outbound
DB-GNN: Dual-Branch Graph Neural Network with Multi-Level Contrastive Learning for Jointly Identifying Within- and Cross-Frequency Coupled Brain Networks Edge Directionality Improves Lear ning on Heterophilic Graphs,
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 9a5c53c1-7ac6-4530-82a5-7e5e669376d3 · outbound
DB-GNN: Dual-Branch Graph Neural Network with Multi-Level Contrastive Learning for Jointly Identifying Within- and Cross-Frequency Coupled Brain Networks Graph Neural Networks are Inherently Good Generalizers: Insights by Bridging GNNs and MLPs
Reference 34
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Unavailable: canonical work link unavailable.
Observation 98815d7a-7ab2-46d8-b0e6-8696c9765482 · outbound
DB-GNN: Dual-Branch Graph Neural Network with Multi-Level Contrastive Learning for Jointly Identifying Within- and Cross-Frequency Coupled Brain Networks How Powerful are Graph Neural Networks?
Reference 35
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f7b468a1-b920-424c-bc9b-4674cf9bb3a2 · outbound
DB-GNN: Dual-Branch Graph Neural Network with Multi-Level Contrastive Learning for Jointly Identifying Within- and Cross-Frequency Coupled Brain Networks Elastic Graph Transformer Networks for EEG-Based Emotion Recognit ion,
Reference 36
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 125e17c9-0da6-41da-ac7a-cc6a5f90de86 · outbound
DB-GNN: Dual-Branch Graph Neural Network with Multi-Level Contrastive Learning for Jointly Identifying Within- and Cross-Frequency Coupled Brain Networks Variational Instance-Adaptive Graph for EEG Emotion Recognition,
Reference 37
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b3fc9ccf-57e9-4676-b28d-3eecf27b8527 · outbound
DB-GNN: Dual-Branch Graph Neural Network with Multi-Level Contrastive Learning for Jointly Identifying Within- and Cross-Frequency Coupled Brain Networks GMSS: Graph-Based Multi-Task Se lf-Supervised Learning for EEG Emotion Recognition,
Reference 38
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 77deee90-5ece-46c7-8645-4df12e077998 · outbound
DB-GNN: Dual-Branch Graph Neural Network with Multi-Level Contrastive Learning for Jointly Identifying Within- and Cross-Frequency Coupled Brain Networks MSFR-GCN: A Multi-Scale Feature Reconstruction Graph Convolutional Network for EEG Emotion and Cognition Recognition,
Reference 39
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 67f8d93b-cac5-48ed-b22a-d6a942eaf4bf · outbound
DB-GNN: Dual-Branch Graph Neural Network with Multi-Level Contrastive Learning for Jointly Identifying Within- and Cross-Frequency Coupled Brain Networks Emotio n Recognition Using Hierarchical Spatiotemporal Electroencephalogram In formation from Local to Global Brain Regions,
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 26211c75-9cdc-4c88-9eac-ee8baff2c3a5 · outbound
DB-GNN: Dual-Branch Graph Neural Network with Multi-Level Contrastive Learning for Jointly Identifying Within- and Cross-Frequency Coupled Brain Networks E EG emotion recognition using EEG-SWTNS neural network through EEG spectral image,
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation d87d43aa-bbbe-479d-a4a0-0a9ca8d83fe0 · outbound
DB-GNN: Dual-Branch Graph Neural Network with Multi-Level Contrastive Learning for Jointly Identifying Within- and Cross-Frequency Coupled Brain Networks Graph Convolutional Network Wi th Connectivity Uncertainty for EEG-Based Emotion Recognition,
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 1950e088-29c1-4dc9-8eac-9864e141f821 · outbound
DB-GNN: Dual-Branch Graph Neural Network with Multi-Level Contrastive Learning for Jointly Identifying Within- and Cross-Frequency Coupled Brain Networks EEG-based emotion recognition using a temporal-difference minimizing neural network,
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation db3a03f0-5acf-419f-8bf8-a60cfa7abe54 · outbound
DB-GNN: Dual-Branch Graph Neural Network with Multi-Level Contrastive Learning for Jointly Identifying Within- and Cross-Frequency Coupled Brain Networks An Efficient Graph Learning Sys tem for Emotion Recognition Inspired by the Cognitive Prior Graph o f EEG Brain Network,
Reference 44
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
No inbound Pith citation observations are available.