Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-01T03:12:07.000549Z
Paper Citation Record · LEDGER
As of 9 August 2026, this Paper Citation Record lists 55 of 55 outbound references and 0 inbound Pith citation observations for arXiv:2607.25197.
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 2026-08-01T03:12:07.000549Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+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
55 of 55 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 343bb8d9-ec8c-411c-895a-f0933b9a3db1 · outbound
LGFNet: A CTC-Guided Local-Global Fusion Framework for Single-Channel Sleep Staging The future of sleep health: A data-driven revolution in sleep science and medicine,
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 19b171f0-e963-42f2-b632-789a43b79bdd · outbound
LGFNet: A CTC-Guided Local-Global Fusion Framework for Single-Channel Sleep Staging Sleep stages classification using shallow classifiers,
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7d42b7ed-870a-41d1-8c04-51d2c02333df · outbound
LGFNet: A CTC-Guided Local-Global Fusion Framework for Single-Channel Sleep Staging Sleep EEG signal analysis based on correlation graph similarity coupled with an ensemble extreme machine learning algorithm,
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation df3c5375-11e9-4c7e-8a37-5bc32846262b · outbound
LGFNet: A CTC-Guided Local-Global Fusion Framework for Single-Channel Sleep Staging Polysomnography,
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 995347cc-f105-4665-bbd0-b7d0cff2960d · outbound
LGFNet: A CTC-Guided Local-Global Fusion Framework for Single-Channel Sleep Staging Convolutional neural networks for sleep stage scoring on a two-channel EEG signal,
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0e1be39d-6b37-4dff-aa79-f6e68abc2872 · outbound
LGFNet: A CTC-Guided Local-Global Fusion Framework for Single-Channel Sleep Staging Analysis of multichannel EEG patterns during human sleep: A novel approach,
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4365a4dd-df91-40df-9676-8282b8435ddb · outbound
LGFNet: A CTC-Guided Local-Global Fusion Framework for Single-Channel Sleep Staging Home assessment of sleep disorders by portable monitoring,
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1c0be48b-9b77-4d22-99ba-af409d3191c3 · outbound
LGFNet: A CTC-Guided Local-Global Fusion Framework for Single-Channel Sleep Staging A comparison of polysomnography and a portable home sleep study in the diagnosis of obstructive sleep apnea syndrome,
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1a296a13-2c70-4b97-8b78-7d46fbd6dd20 · outbound
LGFNet: A CTC-Guided Local-Global Fusion Framework for Single-Channel Sleep Staging Comparison of Decoding Strategies for CTC Acoustic Models
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ab3b91c4-0150-42f2-bcd5-f1067813fef9 · outbound
LGFNet: A CTC-Guided Local-Global Fusion Framework for Single-Channel Sleep Staging Joint CTC/attention decoding for end-to-end speech recognition,
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2f7dbc45-6c06-487c-9a8f-be1c53911510 · outbound
LGFNet: A CTC-Guided Local-Global Fusion Framework for Single-Channel Sleep Staging The Viterbi algorithm,
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cbcf3657-5ad7-4f94-9f92-1e31e88f3a25 · outbound
LGFNet: A CTC-Guided Local-Global Fusion Framework for Single-Channel Sleep Staging Image restoration with the Viterbi algorithm,
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3d6a96f7-e676-4773-9de4-372525662edf · outbound
LGFNet: A CTC-Guided Local-Global Fusion Framework for Single-Channel Sleep Staging Learning machines and sleeping brains: Au- tomatic sleep stage classification using decision-tree multi-class support vector machines,
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bba3fc6b-85a4-4aa7-9b18-9d0cb9788bf1 · outbound
LGFNet: A CTC-Guided Local-Global Fusion Framework for Single-Channel Sleep Staging Sleep stages classification based on heart rate variability and random forest,
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 61a2683b-0da4-4cd1-9e49-46377f97314c · outbound
LGFNet: A CTC-Guided Local-Global Fusion Framework for Single-Channel Sleep Staging Cardiorespi- ratory sleep stage detection using conditional random fields,
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 242a9622-bbb2-45eb-b0d4-e18895e11270 · outbound
LGFNet: A CTC-Guided Local-Global Fusion Framework for Single-Channel Sleep Staging Automatic sleep staging using support vector machines with posterior probability estimates,
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 97cd8103-2b5e-48a7-8bb5-7a878decaa07 · outbound
LGFNet: A CTC-Guided Local-Global Fusion Framework for Single-Channel Sleep Staging Unresolved cited work
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2322d8c6-58c2-4604-875e-b9b0c778829b · outbound
LGFNet: A CTC-Guided Local-Global Fusion Framework for Single-Channel Sleep Staging A manual of standardized terminology, techniques and scoring system for sleep stages of human subjects,
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b5e4ad91-b4c9-44b9-8999-2d74dfd4326e · outbound
LGFNet: A CTC-Guided Local-Global Fusion Framework for Single-Channel Sleep Staging Support vector machine,
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0fc4b769-376b-41a4-ad14-dca83e8b518f · outbound
LGFNet: A CTC-Guided Local-Global Fusion Framework for Single-Channel Sleep Staging Random forests,
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 09ea8aa8-3dd1-45ab-936c-dfe47db28e7e · outbound
LGFNet: A CTC-Guided Local-Global Fusion Framework for Single-Channel Sleep Staging DeepSleepNet: A model for automatic sleep stage scoring based on raw single-channel EEG,
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 36ab65ba-784d-4e5a-b141-9283f732d3df · outbound
LGFNet: A CTC-Guided Local-Global Fusion Framework for Single-Channel Sleep Staging TinySleepNet: An efficient deep learning model for sleep stage scoring based on raw single-channel EEG,
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2e10539f-50c6-46b5-936b-340ba88a0096 · outbound
LGFNet: A CTC-Guided Local-Global Fusion Framework for Single-Channel Sleep Staging An attention-based deep learning approach for sleep stage classification with single-channel EEG,
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 82ed80b6-b6d1-4165-a99e-38b04ab35157 · outbound
LGFNet: A CTC-Guided Local-Global Fusion Framework for Single-Channel Sleep Staging DilatedSleepNet: A novel EEG waveform-aware model for single-channel automatic sleep staging,
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ead65fd0-cecf-4ea5-904c-3d9bc4d71516 · outbound
LGFNet: A CTC-Guided Local-Global Fusion Framework for Single-Channel Sleep Staging SleepEEGNet: Automated sleep stage scoring with sequence to sequence deep learning approach,
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 44678596-bc64-47d4-a860-fba59874c679 · outbound
LGFNet: A CTC-Guided Local-Global Fusion Framework for Single-Channel Sleep Staging MVF-SleepNet: Multi- view fusion network for sleep stage classification,
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 504d39e3-09c2-4387-af27-1a87a55cda0b · outbound
LGFNet: A CTC-Guided Local-Global Fusion Framework for Single-Channel Sleep Staging XSleepNet: Multi-view sequential model for automatic sleep staging,
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9a9ab572-6f85-4c0f-a3a4-4790b10a92fc · outbound
LGFNet: A CTC-Guided Local-Global Fusion Framework for Single-Channel Sleep Staging SeqSleepNet: End-to-end hierarchical recurrent neural network for sequence-to-sequence automatic sleep staging,
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d7ff0b8b-0720-4078-b404-d32be5e1159e · outbound
LGFNet: A CTC-Guided Local-Global Fusion Framework for Single-Channel Sleep Staging SleepTransformer: Automatic sleep staging with interpretability and uncertainty quantification,
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1dd0893c-8244-4ee9-9eb3-6d3516293d51 · outbound
LGFNet: A CTC-Guided Local-Global Fusion Framework for Single-Channel Sleep Staging SleepViTrans- former: Patch-based sleep spectrogram transformer for automatic sleep staging,
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4cb99a8d-707f-4aa0-960d-4c9cd01302e1 · outbound
LGFNet: A CTC-Guided Local-Global Fusion Framework for Single-Channel Sleep Staging SalientSleepNet: Multimodal Salient Wave Detection Network for Sleep Staging
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 632f5676-472f-44f9-96c1-8f17419b9c7b · outbound
LGFNet: A CTC-Guided Local-Global Fusion Framework for Single-Channel Sleep Staging Multi-view spatial-temporal graph convolutional networks with domain generalization for sleep stage classification,
Reference 32
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation da50da6f-8375-4904-89a7-3f5adb1a74e0 · outbound
LGFNet: A CTC-Guided Local-Global Fusion Framework for Single-Channel Sleep Staging Graph- SleepNet: Adaptive spatial-temporal graph convolutional networks for sleep stage classification,
Reference 33
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9489a2f9-51ae-448e-ac15-d24bbffc3e60 · outbound
LGFNet: A CTC-Guided Local-Global Fusion Framework for Single-Channel Sleep Staging Sensitive deep learning application on sleep stage scoring by using all PSG data,
Reference 34
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 577380ab-90a8-4789-b0fc-11ccc98f8194 · outbound
LGFNet: A CTC-Guided Local-Global Fusion Framework for Single-Channel Sleep Staging A deep learning architecture for temporal sleep stage classification using multivariate and multimodal time series,
Reference 35
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bd1f3b83-ebc7-468e-8f81-12cdf947abd0 · outbound
LGFNet: A CTC-Guided Local-Global Fusion Framework for Single-Channel Sleep Staging A self-attention-based ensemble convolution neural network approach for sleep stage classification with merged spectrogram,
Reference 36
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d8306bcf-52c8-48d5-9ee9-b501e7d72b1c · outbound
LGFNet: A CTC-Guided Local-Global Fusion Framework for Single-Channel Sleep Staging Automated sleep stage scoring of the Sleep Heart Health Study using deep neural networks,
Reference 37
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 577dc158-fd2e-44ab-8bd6-aa2cb3aa92be · outbound
LGFNet: A CTC-Guided Local-Global Fusion Framework for Single-Channel Sleep Staging A review of approaches for sleep quality analysis,
Reference 38
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2fb707f4-aebb-41ac-a509-c4e49bb6f389 · outbound
LGFNet: A CTC-Guided Local-Global Fusion Framework for Single-Channel Sleep Staging An end-to-end framework for real-time automatic sleep stage classification,
Reference 39
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cb482bed-a0bc-43e4-ab7d-5500b72f7227 · outbound
LGFNet: A CTC-Guided Local-Global Fusion Framework for Single-Channel Sleep Staging A residual based attention model for EEG based sleep staging,
Reference 40
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5cbab7d4-6136-4121-8f0f-1f71e008b2c7 · outbound
LGFNet: A CTC-Guided Local-Global Fusion Framework for Single-Channel Sleep Staging Two-dimensional deep learning based classification of sleep stages with time-frequency maps of single- lead EEG segment,
Reference 41
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 499be8aa-980b-4aef-b6cc-c68ce5444ac3 · outbound
LGFNet: A CTC-Guided Local-Global Fusion Framework for Single-Channel Sleep Staging Automatic sleep-stage classification based on residual unit and attention networks using directed transfer function of electroencephalogram signals,
Reference 42
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2f561627-f932-43dc-a218-ff3672159608 · outbound
LGFNet: A CTC-Guided Local-Global Fusion Framework for Single-Channel Sleep Staging The effect of placebo administration on the first-night effect in healthy young volunteers,
Reference 43
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 92fcec2b-89ac-47a4-9612-585735865324 · outbound
LGFNet: A CTC-Guided Local-Global Fusion Framework for Single-Channel Sleep Staging Objective sleep assessments for healthy people in environmental research: A literature review,
Reference 44
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation aeb49706-393f-4b9c-8b5f-43940901ee39 · outbound
LGFNet: A CTC-Guided Local-Global Fusion Framework for Single-Channel Sleep Staging Chriskos, C
Reference 45
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f2897bda-599b-4c73-a966-7b75836cbc8b · outbound
LGFNet: A CTC-Guided Local-Global Fusion Framework for Single-Channel Sleep Staging Visformer: The vision-friendly transformer,
Reference 46
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 20dc680b-78a7-4a82-9046-898f92e48ce0 · outbound
LGFNet: A CTC-Guided Local-Global Fusion Framework for Single-Channel Sleep Staging Deep-PE: A Learning-Based Pose Evaluator for Point Cloud Registration
Reference 47
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 54d88d1b-54d3-4e2b-9bf3-ca5ac6e69a09 · outbound
LGFNet: A CTC-Guided Local-Global Fusion Framework for Single-Channel Sleep Staging AST: Audio Spectrogram Transformer
Reference 48
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 69b1d4a8-4ef6-45f9-9aa4-545aa54c80d8 · outbound
LGFNet: A CTC-Guided Local-Global Fusion Framework for Single-Channel Sleep Staging Audio Captioning Transformer
Reference 49
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation de00bce8-bac5-4297-b09e-f7eae12c6b9f · outbound
LGFNet: A CTC-Guided Local-Global Fusion Framework for Single-Channel Sleep Staging Deep multimodal learning: A survey on recent advances and trends,
Reference 50
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d43cddc8-4f28-4ad6-9f7c-fb83d4484442 · outbound
LGFNet: A CTC-Guided Local-Global Fusion Framework for Single-Channel Sleep Staging Multimodal learning with transform- ers: A survey,
Reference 51
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation af236638-e2e3-427f-8e68-e4a4c8c67d7f · outbound
LGFNet: A CTC-Guided Local-Global Fusion Framework for Single-Channel Sleep Staging Multimodal deep learning,
Reference 52
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 891d4401-437a-44f4-867c-e86e4034e09f · outbound
LGFNet: A CTC-Guided Local-Global Fusion Framework for Single-Channel Sleep Staging A CTC alignment-based non- autoregressive transformer for end-to-end automatic speech recognition,
Reference 53
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f0ae5df4-b25d-484c-b173-a31965acbff0 · outbound
LGFNet: A CTC-Guided Local-Global Fusion Framework for Single-Channel Sleep Staging MixSleepNet: A multi-type convolution combined sleep stage classification model,
Reference 54
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 362b5197-6b86-45b4-9e64-62ee0d891697 · outbound
LGFNet: A CTC-Guided Local-Global Fusion Framework for Single-Channel Sleep Staging FlexibleSleepNet: A model for automatic sleep stage classification based on multi-channel polysomnography,
Reference 55
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
No inbound Pith citation observations are available.