Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-05T11:11:40.123751Z
Paper Citation Record · LEDGER
As of 7 August 2026, this Paper Citation Record lists 45 of 45 outbound references and 0 inbound Pith citation observations for arXiv:2509.03066.
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 2026-08-05T11:11:40.123751Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-06T06:34:29.942622+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
45 of 45 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 6a2cb326-40d6-4710-8051-0c503de8e2e9 · outbound
S2M2ECG: Spatio-temporal bi-directional State Space Model Enabled Multi-branch Mamba for ECG Cardiologist-level arrhythmia detection and classification in ambulatory electrocardiograms using a deep neural network
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f84f2c38-f144-40cf-bac4-92f09c4020f7 · outbound
S2M2ECG: Spatio-temporal bi-directional State Space Model Enabled Multi-branch Mamba for ECG Automated multilabel diagnosis on electrocardiographic images and signals
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 7c8357a8-6543-42fd-8676-37d90cee6d91 · outbound
S2M2ECG: Spatio-temporal bi-directional State Space Model Enabled Multi-branch Mamba for ECG Attention is all you need
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b15e080a-9301-4c3b-8c28-09107dcf1ca7 · outbound
S2M2ECG: Spatio-temporal bi-directional State Space Model Enabled Multi-branch Mamba for ECG Mamba: Linear-Time Sequence Modeling with Selective State Spaces
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 42aad1ce-ef15-4bd7-bf94-6b7e5dad8f7a · outbound
S2M2ECG: Spatio-temporal bi-directional State Space Model Enabled Multi-branch Mamba for ECG Deep residual learning for image recognition
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0d29fc83-d043-4e64-a1d8-4c9f0fae161f · outbound
S2M2ECG: Spatio-temporal bi-directional State Space Model Enabled Multi-branch Mamba for ECG Deep neural networks generalization and fine-tuning for 12-lead ecg classification
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 331fa33a-5aab-4376-97d8-9aa991c1a0c4 · outbound
S2M2ECG: Spatio-temporal bi-directional State Space Model Enabled Multi-branch Mamba for ECG Lstm: A search space odyssey
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 6d8c7dd4-034b-4a34-9d2a-169477a72b13 · outbound
S2M2ECG: Spatio-temporal bi-directional State Space Model Enabled Multi-branch Mamba for ECG Multi-class arrhythmia detection from 12-lead varied-length ecg using attention-based time-incremental convolutional neural network
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation b164dbce-c4c4-4792-8a0d-2551c790bedb · outbound
S2M2ECG: Spatio-temporal bi-directional State Space Model Enabled Multi-branch Mamba for ECG Automatic cardiac arrhythmia classification using combination of deep residual network and bidirectional lstm
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation f49179b0-e847-49b2-832e-010861b1203d · outbound
S2M2ECG: Spatio-temporal bi-directional State Space Model Enabled Multi-branch Mamba for ECG Automated ecg classification based on 1d deep learning network
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 14370d69-a028-4071-8e53-6eaa12d665aa · outbound
S2M2ECG: Spatio-temporal bi-directional State Space Model Enabled Multi-branch Mamba for ECG Multilabel 12-lead ecg classification based on leadwise grouping multibranch network
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 9a8d29c1-52c1-4ed1-bd32-402e384aca85 · outbound
S2M2ECG: Spatio-temporal bi-directional State Space Model Enabled Multi-branch Mamba for ECG Msgformer: A multi-scale grid transformer network for 12-lead ecg arrhythmia detection
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 30425fc8-4ee6-44ab-9ab2-80071ba69134 · outbound
S2M2ECG: Spatio-temporal bi-directional State Space Model Enabled Multi-branch Mamba for ECG Mfb-cbrnn: A hybrid network for mi detection using 12-lead ecgs
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation f995ef3c-fe04-4d54-9f83-3ddb4951f69b · outbound
S2M2ECG: Spatio-temporal bi-directional State Space Model Enabled Multi-branch Mamba for ECG St-rege: A novel spatial- temporal residual graph convolutional network for cvd
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 30251d5a-0e1e-44d7-8837-2589f38f1dc7 · outbound
S2M2ECG: Spatio-temporal bi-directional State Space Model Enabled Multi-branch Mamba for ECG Honest-ge: 2-step heuristic optimization and node-level embedding empower spatial-temporal graph model for ecg
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation aa7da500-6ee5-4c30-8ff8-fb26502d8509 · outbound
S2M2ECG: Spatio-temporal bi-directional State Space Model Enabled Multi-branch Mamba for ECG Advanced deep learning framework for ecg arrhythmia classification using 1d-cnn with attention mechanism
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 8299c1a5-8f23-4ebc-b9bf-eed909c25624 · outbound
S2M2ECG: Spatio-temporal bi-directional State Space Model Enabled Multi-branch Mamba for ECG A Survey of Mamba
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6ebd7b21-769a-4839-9616-b184707dc9a0 · outbound
S2M2ECG: Spatio-temporal bi-directional State Space Model Enabled Multi-branch Mamba for ECG MambaByte: Token-free Selective State Space Model
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ce199e97-6b84-46a0-ba14-a464f3366d7b · outbound
S2M2ECG: Spatio-temporal bi-directional State Space Model Enabled Multi-branch Mamba for ECG Vision Mamba: Efficient Visual Representation Learning with Bidirectional State Space Model
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0f7bc19f-ce0d-4656-ba40-73b78c3ff418 · outbound
S2M2ECG: Spatio-temporal bi-directional State Space Model Enabled Multi-branch Mamba for ECG VMamba: Visual State Space Model
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0d07192b-0f1f-42da-8449-4cc8a1c711cd · outbound
S2M2ECG: Spatio-temporal bi-directional State Space Model Enabled Multi-branch Mamba for ECG Pan-mamba: Effective pan-sharpening with state space model
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation bfd99dca-4bb8-42a4-85c9-5ffaba5a6216 · outbound
S2M2ECG: Spatio-temporal bi-directional State Space Model Enabled Multi-branch Mamba for ECG Polyp-mamba: A hybrid multi-frequency perception gated selection network for polyp segmentation
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 6245c38b-3fa8-4493-beda-0f600758f50f · outbound
S2M2ECG: Spatio-temporal bi-directional State Space Model Enabled Multi-branch Mamba for ECG Semi-mamba-unet: Pixel-level contrastive and cross-supervised visual mamba-based unet for semi-supervised medical image segmentation
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation a613a910-704b-4ebb-9b69-fb71d833f739 · outbound
S2M2ECG: Spatio-temporal bi-directional State Space Model Enabled Multi-branch Mamba for ECG Frequency decoupling enhancement and mamba depth extraction-based feature fusion in transformer hashing image retrieval
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 3753aa41-973d-4714-a96f-bb0cac08247c · outbound
S2M2ECG: Spatio-temporal bi-directional State Space Model Enabled Multi-branch Mamba for ECG TimeMachine: A Time Series is Worth 4 Mambas for Long-term Forecasting
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5baa4d25-a78f-4e42-b2ba-63b115407eb2 · outbound
S2M2ECG: Spatio-temporal bi-directional State Space Model Enabled Multi-branch Mamba for ECG Tscmamba: Mamba meets multi-view learning for time series classification
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 0b8a21d7-7b69-4031-9c41-d9fe9e23cab2 · outbound
S2M2ECG: Spatio-temporal bi-directional State Space Model Enabled Multi-branch Mamba for ECG Mgcn: Mamba-integrated spa- tiotemporal graph convolutional network for long-term traffic forecasting.Knowledge-Based Systems, 309:112875, 2025
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 2b19e726-61db-473c-8a4b-2d716171cf02 · outbound
S2M2ECG: Spatio-temporal bi-directional State Space Model Enabled Multi-branch Mamba for ECG St-mambasync: Complement the power of mamba and transformer fusion for less computational cost in spatial–temporal traffic forecasting
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 2d45cca5-4a81-42d8-a7fe-667f30765d8a · outbound
S2M2ECG: Spatio-temporal bi-directional State Space Model Enabled Multi-branch Mamba for ECG ECGMamba: Towards Efficient ECG Classification with BiSSM
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 67a0e92c-63dd-4b51-a716-608978d102b0 · outbound
S2M2ECG: Spatio-temporal bi-directional State Space Model Enabled Multi-branch Mamba for ECG MambaCapsule: Towards Transparent Cardiac Disease Diagnosis with Electrocardiography Using Mamba Capsule Network
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 750c2478-c63f-4bb1-9dd9-e1ba6bf6eed7 · outbound
S2M2ECG: Spatio-temporal bi-directional State Space Model Enabled Multi-branch Mamba for ECG MSECG: Incorporating Mamba for Robust and Efficient ECG Super-Resolution
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 00f3fb06-c2c3-4cac-aae5-b6c157fb3670 · outbound
S2M2ECG: Spatio-temporal bi-directional State Space Model Enabled Multi-branch Mamba for ECG Mecg-e: Mamba-based ecg enhancer for baseline wander removal
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 3dda120f-d9bc-40ff-9688-c4cd9e0c82cd · outbound
S2M2ECG: Spatio-temporal bi-directional State Space Model Enabled Multi-branch Mamba for ECG Diagnostic and prognostic value of ambulatory ecg (holter) monitoring in patients with coronary heart disease: a review
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 86c4867c-1d7c-4423-8c6a-05667a6ff675 · outbound
S2M2ECG: Spatio-temporal bi-directional State Space Model Enabled Multi-branch Mamba for ECG Squeeze-and-excitation networks
Reference 34
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c419cc9d-e364-4404-8487-a52fc84cb8f1 · outbound
S2M2ECG: Spatio-temporal bi-directional State Space Model Enabled Multi-branch Mamba for ECG Ptb-xl, a large publicly available electrocardiography dataset
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 467de179-1033-418b-b53f-262c0af495ed · outbound
S2M2ECG: Spatio-temporal bi-directional State Space Model Enabled Multi-branch Mamba for ECG A 12-lead electrocardiogram database for arrhythmia research covering more than 10,000 patients
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 9f851436-c413-4403-bc3d-e2894956ecbd · outbound
S2M2ECG: Spatio-temporal bi-directional State Space Model Enabled Multi-branch Mamba for ECG Optimal multi-stage arrhythmia classification approach
Reference 37
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d2e07cb5-7e16-4c62-b8ef-0ea8b01028e5 · outbound
S2M2ECG: Spatio-temporal bi-directional State Space Model Enabled Multi-branch Mamba for ECG Circular on the issuance of a methodology for ethical review of research in the life sciences and medicine involving human beings, 2023
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation aa56e320-3f53-4398-81e0-fbca59343988 · outbound
S2M2ECG: Spatio-temporal bi-directional State Space Model Enabled Multi-branch Mamba for ECG Notice on further improving the ethical review of life sciences and medical research involving human beings, 2023
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation ea02f6c8-e824-41e3-aaa6-a3f245dcc691 · outbound
S2M2ECG: Spatio-temporal bi-directional State Space Model Enabled Multi-branch Mamba for ECG Sigxcl: A signal-image-graph cross-modal contrastive learning framework for cvd diagnosis based on internet of medical things
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 31f9ee1e-9190-4cb6-94fd-2a904732a76e · outbound
S2M2ECG: Spatio-temporal bi-directional State Space Model Enabled Multi-branch Mamba for ECG aecg-18 series digital electrocardiographs, 2025
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 0fcf717a-3e6e-4cc5-8173-00c7656ed6a8 · outbound
S2M2ECG: Spatio-temporal bi-directional State Space Model Enabled Multi-branch Mamba for ECG Ecg beat classification using pca, lda, ica and discrete wavelet transform
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation cf221912-10b7-464d-a3e7-9bd62737cd63 · outbound
S2M2ECG: Spatio-temporal bi-directional State Space Model Enabled Multi-branch Mamba for ECG Pathological q waves in myocardial infarction in patients treated by primary pci
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 5a3ab87d-5114-4930-befa-aa920dbe80fe · outbound
S2M2ECG: Spatio-temporal bi-directional State Space Model Enabled Multi-branch Mamba for ECG The pivotal role of ecg in cardiomyopathies
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation db9598cd-0f2b-46a4-956c-6e5fc8c866ab · outbound
S2M2ECG: Spatio-temporal bi-directional State Space Model Enabled Multi-branch Mamba for ECG A deep learning approach to on-node sensor data analytics for mobile or wearable devices
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
No inbound Pith citation observations are available.