Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-10T21:17:42.687194Z
Paper Citation Record · LEDGER
As of 15 August 2026, this Paper Citation Record lists 60 of 60 outbound references and 0 inbound Pith citation observations for arXiv:2501.05525.
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 2026-08-10T21:17:42.687194Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+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
60 of 60 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 1d608cf6-75ec-4c31-a10d-fd0d0445275a · outbound
MECASA: Motor Execution Classification using Additive Self-Attention for Hybrid EEG-fNIRS Data Exploring the role of primary and supplementary motor areas in simple motor tasks with fnirs
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation d82cbf37-181e-4017-b4b8-760b8d10b9bf · outbound
MECASA: Motor Execution Classification using Additive Self-Attention for Hybrid EEG-fNIRS Data Eeg-based neurophysiological in- dices for expert psychomotor performance–a review
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 13de29dd-a4ef-4ff7-80d3-ec9038fbd0a1 · outbound
MECASA: Motor Execution Classification using Additive Self-Attention for Hybrid EEG-fNIRS Data The extraction of motion-onset vep bci features based on deep learning and compressed sensing
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation f6b44240-743f-4aeb-ba9e-b3da899af05a · outbound
MECASA: Motor Execution Classification using Additive Self-Attention for Hybrid EEG-fNIRS Data Dynamics of the eeg power in the frequency and spatial domains during observation and execution of manual movements
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation bc7d916e-dc98-44ce-aa34-562665f885b6 · outbound
MECASA: Motor Execution Classification using Additive Self-Attention for Hybrid EEG-fNIRS Data Decoding eeg rhythms during action observation, motor imagery, and execution for standing and sitting.IEEE sensors journal, 20(22):13776–13786, 2020
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 0141b6f2-606e-4bad-9047-2a9b41a7c71b · outbound
MECASA: Motor Execution Classification using Additive Self-Attention for Hybrid EEG-fNIRS Data A deep learning approach for brain computer interaction-motor execution eeg signal classification
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation f1700bff-bd8c-4863-ab8f-cbeaa6f488f3 · outbound
MECASA: Motor Execution Classification using Additive Self-Attention for Hybrid EEG-fNIRS Data On the suitability of near-infrared (nir) systems for next-generation brain–computer interfaces
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 2c02a4bf-d3db-42b0-8331-5810e76a83d4 · outbound
MECASA: Motor Execution Classification using Additive Self-Attention for Hybrid EEG-fNIRS Data Unresolved cited work
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation ab530126-5475-4744-bd6a-dae2cee6e54d · outbound
MECASA: Motor Execution Classification using Additive Self-Attention for Hybrid EEG-fNIRS Data Real time detection of cognitive load using fnirs: A deep learning approach
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 948c86f5-114a-433e-98f4-81ac7fb812fa · outbound
MECASA: Motor Execution Classification using Additive Self-Attention for Hybrid EEG-fNIRS Data Enhanced drowsiness detection using deep learning: an fnirs study
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 40a5a03c-87bd-4e43-afac-466a699dad0f · outbound
MECASA: Motor Execution Classification using Additive Self-Attention for Hybrid EEG-fNIRS Data A hybrid bci based on eeg and fnirs signals improves the perfor- mance of decoding motor imagery of both force and speed of hand clenching
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 4e753cf2-4d0a-49e9-a95a-d525ece18315 · outbound
MECASA: Motor Execution Classification using Additive Self-Attention for Hybrid EEG-fNIRS Data Bimodal data fusion of simultaneous measurements of eeg and fnirs during lower limb movements
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation de5b2af5-7fa2-4576-aab6-a6d539558916 · outbound
MECASA: Motor Execution Classification using Additive Self-Attention for Hybrid EEG-fNIRS Data Identification of lower-limb motor tasks via brain–computer interfaces: a topical overview
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 0d80b3f0-7068-442c-a0aa-8f72544f7999 · outbound
MECASA: Motor Execution Classification using Additive Self-Attention for Hybrid EEG-fNIRS Data Analyzing classification per- formance of fnirs-bci for gait rehabilitation using deep neural networks
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 3510fa20-704f-4b63-bba0-c74d8d14b0cf · outbound
MECASA: Motor Execution Classification using Additive Self-Attention for Hybrid EEG-fNIRS Data Decoding multi-class motor imagery and motor execution tasks using rieman- nian geometry algorithms on large eeg datasets.Sensors, 23(11):5051, 2023
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 64659b37-6386-4f80-8aeb-da043495a4e4 · outbound
MECASA: Motor Execution Classification using Additive Self-Attention for Hybrid EEG-fNIRS Data Eeg motor imagery classification with sparse spectrotemporal decomposition and deep learning
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation c12539c6-68ee-4f6a-86a3-1514e1298641 · outbound
MECASA: Motor Execution Classification using Additive Self-Attention for Hybrid EEG-fNIRS Data Transfer learning with data alignment and optimal transport for eeg based mo- tor imagery classification
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 93611e90-6a9d-4461-8565-0f9410dbfa4f · outbound
MECASA: Motor Execution Classification using Additive Self-Attention for Hybrid EEG-fNIRS Data A diagonal masking self-attention-based multi-scale network for motor imagery classification
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation ac0f79d2-5839-4c15-916d-c185f33dd732 · outbound
MECASA: Motor Execution Classification using Additive Self-Attention for Hybrid EEG-fNIRS Data Msfnet: A multi-scale space-time frequency fusion network for motor imagery eeg classification
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation ae28c830-cd8f-465f-8721-a9e11b6e0821 · outbound
MECASA: Motor Execution Classification using Additive Self-Attention for Hybrid EEG-fNIRS Data Optimal channel selection of multiclass motor imagery classification based on fusion convolutional neural network with attention blocks
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation df6d1272-3979-4450-b4f4-a4c6e98e142d · outbound
MECASA: Motor Execution Classification using Additive Self-Attention for Hybrid EEG-fNIRS Data Brain-computer interface using neural network Siddhad et al
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 8ff8518b-4ee9-4966-ac79-438c26cafccb · outbound
MECASA: Motor Execution Classification using Additive Self-Attention for Hybrid EEG-fNIRS Data Motor imagery classification based on eeg sensing with visual and vibrotactile guidance.Sen- sors, 23(11):5064, 2023
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation bf15c0f3-29d1-4ce0-ba26-74c73843cc5b · outbound
MECASA: Motor Execution Classification using Additive Self-Attention for Hybrid EEG-fNIRS Data A novel method for classification of multi-class motor imagery tasks based on feature fusion.Neu- roscience Research, 176:40–48, 2022
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 27440a9d-619f-440e-871f-52e8271f934b · outbound
MECASA: Motor Execution Classification using Additive Self-Attention for Hybrid EEG-fNIRS Data Mar- tins, and Vicente A de Sousa Jr
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation aa51d2f8-b822-4f54-b2a8-479d73cf894a · outbound
MECASA: Motor Execution Classification using Additive Self-Attention for Hybrid EEG-fNIRS Data Deep learning for eeg motor imagery classification based on multi-layer cnns feature fusion
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 055a67ae-2ec7-4bad-97c8-21c8153864d8 · outbound
MECASA: Motor Execution Classification using Additive Self-Attention for Hybrid EEG-fNIRS Data Deep learning for eeg-based motor imagery classification: To- wards enhanced human-machine interaction and assistive robotics
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 0756eb1a-6979-42c3-984e-036fde913490 · outbound
MECASA: Motor Execution Classification using Additive Self-Attention for Hybrid EEG-fNIRS Data Eeg clas- sification of motor imagery using a novel deep learning framework
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation aceed98b-b6ab-4062-9f76-d6e2d3c92aad · outbound
MECASA: Motor Execution Classification using Additive Self-Attention for Hybrid EEG-fNIRS Data Hs-cnn: a cnn with hybrid convolution scale for eeg motor imagery classification.Journal of neural engineering, 17(1):016025, 2020
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 5524a572-2a9f-4163-a4c4-cad182621d4a · outbound
MECASA: Motor Execution Classification using Additive Self-Attention for Hybrid EEG-fNIRS Data Adaptive transfer learning for eeg motor imagery classification with deep con- volutional neural network
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 83cc0d18-5ab5-41ac-9362-3ffcd308533e · outbound
MECASA: Motor Execution Classification using Additive Self-Attention for Hybrid EEG-fNIRS Data Deep learning for motor imagery eeg-based classification: A review
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 9c716aae-b8c5-48d7-a92d-820f6dab1441 · outbound
MECASA: Motor Execution Classification using Additive Self-Attention for Hybrid EEG-fNIRS Data A cross-space cnn with customized characteristics for motor imagery eeg classification
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 13010d21-77b5-4398-b801-ba899d9ae477 · outbound
MECASA: Motor Execution Classification using Additive Self-Attention for Hybrid EEG-fNIRS Data Subject-independent deep architecture for eeg-based motor imagery classification
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 7a2331c4-ffaa-456b-b414-b29d349ce540 · outbound
MECASA: Motor Execution Classification using Additive Self-Attention for Hybrid EEG-fNIRS Data Fusion of deep features from 2d-dost of fnirs signals for subject-independent classifi- cation of motor execution tasks
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 94bb2600-451f-4648-b521-fcee82a62fc1 · outbound
MECASA: Motor Execution Classification using Additive Self-Attention for Hybrid EEG-fNIRS Data Functional near-infrared spectroscopy for the clas- sification of motor-related brain activity on the sensor-level
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 486f42cf-3471-46f7-872c-00518439569f · outbound
MECASA: Motor Execution Classification using Additive Self-Attention for Hybrid EEG-fNIRS Data Classification of motor imagery and execution signals with population-level feature sets: implications for probe design in fnirs based bci
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 180100d9-e307-4889-b8a8-71de174bfc15 · outbound
MECASA: Motor Execution Classification using Additive Self-Attention for Hybrid EEG-fNIRS Data Single-trial classification of fnirs signals in four directions mo- tor imagery tasks measured from prefrontal cortex
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation a5522ca9-82f9-4618-a633-a1803dfcb440 · outbound
MECASA: Motor Execution Classification using Additive Self-Attention for Hybrid EEG-fNIRS Data An fnirs-based motor imagery bci for als: A subject-specific data-driven approach
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 5fd042c8-e5cc-4c36-b792-8a6af032ec87 · outbound
MECASA: Motor Execution Classification using Additive Self-Attention for Hybrid EEG-fNIRS Data Exploiting neurovascular coupling: a bayesian sequential monte carlo approach applied to simulated eeg fnirs data
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 4eb44d62-3478-4050-8750-e440b4fcf168 · outbound
MECASA: Motor Execution Classification using Additive Self-Attention for Hybrid EEG-fNIRS Data Motor imagery decoding enhancement based on hybrid eeg-fnirs signals
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation aadaa6b6-4f59-4ce4-ae5c-8daa73d83152 · outbound
MECASA: Motor Execution Classification using Additive Self-Attention for Hybrid EEG-fNIRS Data Fganet: fnirs-guided at- tention network for hybrid eeg-fnirs brain-computer interfaces
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation c2945913-2887-4bf0-b256-70fb65292234 · outbound
MECASA: Motor Execution Classification using Additive Self-Attention for Hybrid EEG-fNIRS Data Hybrid inte- grated wearable patch for brain eeg-fnirs monitoring.Sensors (Basel, Switzer- land), 24(15):4847, 2024
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 61fbee51-74d9-4873-8187-b85c91b0e8ab · outbound
MECASA: Motor Execution Classification using Additive Self-Attention for Hybrid EEG-fNIRS Data A generalised at- tention mechanism to enhance the accuracy performance of neural networks
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 0ec98d1c-3773-4303-94b5-18e42bbabbff · outbound
MECASA: Motor Execution Classification using Additive Self-Attention for Hybrid EEG-fNIRS Data Hybrid attention network for epileptic eeg classification
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 4c1d9748-50f1-4b89-a4df-bfe59b16354e · outbound
MECASA: Motor Execution Classification using Additive Self-Attention for Hybrid EEG-fNIRS Data A multi-scale fusion convolutional neural network based on attention mechanism for the vi- sualization analysis of eeg signals decoding
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation cc908cb3-462f-4b25-aa73-9bfa0ce1f724 · outbound
MECASA: Motor Execution Classification using Additive Self-Attention for Hybrid EEG-fNIRS Data Unresolved cited work
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 5613bc72-0bf7-4350-ae9f-1d27607b9b7a · outbound
MECASA: Motor Execution Classification using Additive Self-Attention for Hybrid EEG-fNIRS Data Tcja-snn: Temporal-channel joint attention for spiking neural net- works
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation f2e42bf4-d857-4241-9a1f-33626dc68d5a · outbound
MECASA: Motor Execution Classification using Additive Self-Attention for Hybrid EEG-fNIRS Data A review on the attention mech- anism of deep learning
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 6d5edeb8-2322-4990-8eb5-32e8f712159b · outbound
MECASA: Motor Execution Classification using Additive Self-Attention for Hybrid EEG-fNIRS Data CAS-ViT: Convolutional Additive Self-attention Vision Transformers for Efficient Mobile Applications
Reference 48
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c29e9102-1b03-4e0b-8f37-84a213d42878 · outbound
MECASA: Motor Execution Classification using Additive Self-Attention for Hybrid EEG-fNIRS Data Efficientvit: Memory efficient vision transformer with cascaded group attention
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation fc2c758d-0cfc-480d-99e1-340eaa8ce25c · outbound
MECASA: Motor Execution Classification using Additive Self-Attention for Hybrid EEG-fNIRS Data Edgevits: Competing light-weight cnns on mobile devices with vision transformers
Reference 50
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 4dfb4167-b5dc-4455-9698-77c55f66b4b5 · outbound
MECASA: Motor Execution Classification using Additive Self-Attention for Hybrid EEG-fNIRS Data SwiftFormer: Efficient Additive Attention for Transformer-based Real-time Mobile Vision Applications
Reference 51
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d2f8e922-bacb-4cf0-af58-0726269846bc · outbound
MECASA: Motor Execution Classification using Additive Self-Attention for Hybrid EEG-fNIRS Data Deep sparse rectifier neural networks
Reference 52
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation a7be7d8d-f471-4dc4-96b5-fc9a223a4f3c · outbound
MECASA: Motor Execution Classification using Additive Self-Attention for Hybrid EEG-fNIRS Data Hybrid eeg- fnirs asynchronous brain-computer interface for multiple motor tasks
Reference 53
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation cfad10cc-2bdf-4da4-99c7-fe3b4751b6c5 · outbound
MECASA: Motor Execution Classification using Additive Self-Attention for Hybrid EEG-fNIRS Data The modified beer–lambert law revisited
Reference 54
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 55b5561e-f9cd-47b2-a0d1-d9411390b86d · outbound
MECASA: Motor Execution Classification using Additive Self-Attention for Hybrid EEG-fNIRS Data EEGNet: a compact convolutional neural network for EEG-based brain–computer interfaces
Reference 55
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 8bcbd30f-bffe-4b94-8520-985b7d70e18b · outbound
MECASA: Motor Execution Classification using Additive Self-Attention for Hybrid EEG-fNIRS Data TS- ception: Capturing temporal dynamics and spatial asymmetry from EEG for emotion recognition
Reference 56
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 5351173d-6098-4058-b235-edc31163424c · outbound
MECASA: Motor Execution Classification using Additive Self-Attention for Hybrid EEG-fNIRS Data A convnet for the 2020s
Reference 57
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation b66d0cd0-eb81-4798-957b-fd85bbe6b177 · outbound
MECASA: Motor Execution Classification using Additive Self-Attention for Hybrid EEG-fNIRS Data Neural Networks Meet Neural Activity: Utilizing EEG for Mental Workload Estimation
Reference 58
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 8dd31296-491a-4632-97c0-c7c689639895 · outbound
MECASA: Motor Execution Classification using Additive Self-Attention for Hybrid EEG-fNIRS Data Lmda-net: A lightweight multi-dimensional attention network for general eeg-based brain- computer interfaces and interpretability
Reference 59
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 03da8217-b92f-47f0-b789-b0bfa85407cd · outbound
MECASA: Motor Execution Classification using Additive Self-Attention for Hybrid EEG-fNIRS Data Efficacy of transformer networks for classification of eeg data
Reference 60
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
No inbound Pith citation observations are available.