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Paper Citation Record · LEDGER

SETransformer: A Hybrid Attention-Based Architecture for Robust Human Activity Recognition

As of 8 August 2026, this Paper Citation Record lists 31 of 31 outbound references and 4 inbound Pith citation observations for arXiv:2505.19369.

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

pith.paper-citation-record.v1
2505.19369 v1

Coverage vector

measured 31 of 31 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T14:18:23.034886Z

measured 35 of 35 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T12:18:57.827330Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-06T20:12:10.433314Z

Reference resolution

31 of 31 outbound references displayed

  • verified exact2
  • verified fuzzy25
  • unresolved4
  • parse uncertain0
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation e338d6b0-7715-42e3-bcb7-96ee830adf0b · outbound

This paper cites A survey on deep learning architectures in human activities recog- nition application in sports science, healthcare, and secu- rity.

SETransformer: A Hybrid Attention-Based Architecture for Robust Human Activity Recognition A survey on deep learning architectures in human activities recog- nition application in sports science, healthcare, and secu- rity

Reference 1

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verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation 96f58592-d283-46e1-b1ce-e3eab79b605b · outbound

This paper cites The appli- cations of metaheuristics for human activity recognition and fall detection using wearable sensors: A comprehen- sive analysis.

SETransformer: A Hybrid Attention-Based Architecture for Robust Human Activity Recognition The appli- cations of metaheuristics for human activity recognition and fall detection using wearable sensors: A comprehen- sive analysis

Reference 2

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verified fuzzy
raw_fallback, observed 2026-08-07T14:18:29.079553Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation 5408277a-dd1c-4f9a-aec8-2e15f0968edc · outbound

This paper cites Jy61 imu sensor external validity: A framework for advanced pe- dometer algorithm personalisation.

SETransformer: A Hybrid Attention-Based Architecture for Robust Human Activity Recognition Jy61 imu sensor external validity: A framework for advanced pe- dometer algorithm personalisation

Reference 3

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verified fuzzy
raw_fallback, observed 2026-08-07T14:18:28.886184Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation 243e74d4-83ff-4fbe-a831-83f19e4407bc · outbound

This paper cites Towards nation-wide analytical healthcare infrastructures: A privacy-preserving augmented knee rehabilitation case study.

SETransformer: A Hybrid Attention-Based Architecture for Robust Human Activity Recognition Towards nation-wide analytical healthcare infrastructures: A privacy-preserving augmented knee rehabilitation case study

Reference 4

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unresolved
no resolver link, observed 2026-08-07T14:18:19.968567Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:18:19.968567Z digest=sha256:6e6d8d28736869f126cd43a4459d117179dc7f0011f7c75de511f10bdd7379d9

Observation 8b658a16-2a96-4b50-983a-297840acd7c3 · outbound

This paper cites A comparative analysis of k-nearest neighbor, genetic, support vector machine, decision tree, and long short term memory algorithms in machine learning.

SETransformer: A Hybrid Attention-Based Architecture for Robust Human Activity Recognition A comparative analysis of k-nearest neighbor, genetic, support vector machine, decision tree, and long short term memory algorithms in machine learning

Reference 5

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verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation e2f57783-275b-4624-b54a-e1559f3e6ea1 · outbound

This paper cites Is space-time attention all you need for video understand- ing? In ICML, volume 2, page 4, 2021.

SETransformer: A Hybrid Attention-Based Architecture for Robust Human Activity Recognition Is space-time attention all you need for video understand- ing? In ICML, volume 2, page 4, 2021

Reference 6

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verified fuzzy
raw_fallback, observed 2026-08-07T14:18:28.415896Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation cdd0a3be-461a-4058-87d2-745a86357b94 · outbound

This paper cites An overview of indoor localization system for human activity recognition (har) in healthcare.

SETransformer: A Hybrid Attention-Based Architecture for Robust Human Activity Recognition An overview of indoor localization system for human activity recognition (har) in healthcare

Reference 7

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verified fuzzy
raw_fallback, observed 2026-08-07T14:18:28.112158Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation 491b1aae-a70a-43c4-8641-0e21201a8dae · outbound

This paper cites UniDoc: A Universal Large Multimodal Model for Simultaneous Text Detection, Recognition, Spotting and Understanding.

SETransformer: A Hybrid Attention-Based Architecture for Robust Human Activity Recognition UniDoc: A Universal Large Multimodal Model for Simultaneous Text Detection, Recognition, Spotting and Understanding

Reference 8

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unresolved
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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 14b368f3-68bb-4a87-9d90-047194790bf8 · outbound

This paper cites Deep learning for computer vision based activity recognition and fall detection of 7 Journal of Emerging Applied Artificial Intelligence (JEAAI) the elderly: a systematic review.

SETransformer: A Hybrid Attention-Based Architecture for Robust Human Activity Recognition Deep learning for computer vision based activity recognition and fall detection of 7 Journal of Emerging Applied Artificial Intelligence (JEAAI) the elderly: a systematic review

Reference 9

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verified fuzzy
raw_fallback, observed 2026-08-07T14:18:27.908872Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation a5b75239-ee74-4c08-b8ad-506c064366d9 · outbound

This paper cites Hang- time har: a benchmark dataset for basketball activity recognition using wrist-worn inertial sensors.

SETransformer: A Hybrid Attention-Based Architecture for Robust Human Activity Recognition Hang- time har: a benchmark dataset for basketball activity recognition using wrist-worn inertial sensors

Reference 10

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verified fuzzy
raw_fallback, observed 2026-08-07T14:18:27.727879Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation f1ff64ed-f52b-4268-94aa-c177b994d417 · outbound

This paper cites Squeeze-and-excitation networks.

SETransformer: A Hybrid Attention-Based Architecture for Robust Human Activity Recognition Squeeze-and-excitation networks

Reference 11

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verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation 15a7959d-ea43-4316-b698-2d7be2c31c89 · outbound

This paper cites Per- ceiver: General perception with iterative attention.

SETransformer: A Hybrid Attention-Based Architecture for Robust Human Activity Recognition Per- ceiver: General perception with iterative attention

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:18:27.428389Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation f14d9b5a-83eb-4a6d-a5f0-1724d363dc9c · outbound

This paper cites Human activity recognition: A survey.

SETransformer: A Hybrid Attention-Based Architecture for Robust Human Activity Recognition Human activity recognition: A survey

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:18:27.279589Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation 2cc6ad90-f836-497e-86ae-754cefc14bdd · outbound

This paper cites Transformer-Based Approaches for Sensor-Based Human Activity Recognition: Opportunities and Challenges.

SETransformer: A Hybrid Attention-Based Architecture for Robust Human Activity Recognition Transformer-Based Approaches for Sensor-Based Human Activity Recognition: Opportunities and Challenges

Reference 14

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unresolved
no resolver link, observed 2026-08-07T14:18:21.258433Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 770808f3-88fd-4dee-a470-075221ab8946 · outbound

This paper cites To- wards visual-prompt temporal answer grounding in in- structional video.

SETransformer: A Hybrid Attention-Based Architecture for Robust Human Activity Recognition To- wards visual-prompt temporal answer grounding in in- structional video

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:18:27.097138Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation d6fd159e-b79d-4cc6-8b2b-ff66995f9aca · outbound

This paper cites Foundation models for time series analysis: A tutorial and survey.

SETransformer: A Hybrid Attention-Based Architecture for Robust Human Activity Recognition Foundation models for time series analysis: A tutorial and survey

Reference 16

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verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T14:18:21.400370Z digest=sha256:b9843c274cb8f941e48c440928f56fe2290217316f2e7c93b8bcf1c42adf4264

Observation f72bdddc-2fb7-47a6-99dc-ce4a43812560 · outbound

This paper cites Deep learning for intelligent human– computer interaction.

SETransformer: A Hybrid Attention-Based Architecture for Robust Human Activity Recognition Deep learning for intelligent human– computer interaction

Reference 17

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verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation fc96e619-b96a-4eee-838d-0da4cae44f42 · outbound

This paper cites U-har: A convolutional ap- proach to human activity recognition combining head and eye movements for context-aware smart glasses.

SETransformer: A Hybrid Attention-Based Architecture for Robust Human Activity Recognition U-har: A convolutional ap- proach to human activity recognition combining head and eye movements for context-aware smart glasses

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:18:26.435275Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation ad8fe919-0174-4473-8d70-5b27b1c6f065 · outbound

This paper cites Ahar: Adaptive cnn for energy-efficient human activity recognition in low- power edge devices.

SETransformer: A Hybrid Attention-Based Architecture for Robust Human Activity Recognition Ahar: Adaptive cnn for energy-efficient human activity recognition in low- power edge devices

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:18:26.199112Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation f1f51871-0e2a-4625-aa9d-8e7b848312d9 · outbound

This paper cites Distributed sec- ondary frequency control scheme with a-symmetric time varying communication delays and switching topology.

SETransformer: A Hybrid Attention-Based Architecture for Robust Human Activity Recognition Distributed sec- ondary frequency control scheme with a-symmetric time varying communication delays and switching topology

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:18:25.977422Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation eb599dbb-b05d-42d7-8f0b-fa01c20db515 · outbound

This paper cites Advanced sensing and hu- man activity recognition in early intervention and reha- bilitation of elderly people.

SETransformer: A Hybrid Attention-Based Architecture for Robust Human Activity Recognition Advanced sensing and hu- man activity recognition in early intervention and reha- bilitation of elderly people

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:18:25.731346Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T14:18:21.941867Z digest=sha256:6a1f3b51dbb678e7c6dee3b662a81a82b4fa32648f2fb1bbbcdc30a825e6a574

Observation 6265d7c8-148d-4350-ba21-b995374ff284 · outbound

This paper cites Spiking Neural Networks with Temporal Attention-Guided Adaptive Fusion for imbalanced Multi-modal Learning.

SETransformer: A Hybrid Attention-Based Architecture for Robust Human Activity Recognition Spiking Neural Networks with Temporal Attention-Guided Adaptive Fusion for imbalanced Multi-modal Learning

Reference 22

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verified exact
local_arxiv, observed 2026-08-07T14:18:23.514682Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T14:18:22.027569Z digest=sha256:84dff9af10ffef85737adf0ed94d5f5abb54885721364eca4cafe9a602bf9d39

Observation 1b1cd1c8-6c71-425b-9c2d-edd9966444ba · outbound

This paper cites Fine- grained heartbeat waveform monitoring with rfid: A la- tent diffusion model.

SETransformer: A Hybrid Attention-Based Architecture for Robust Human Activity Recognition Fine- grained heartbeat waveform monitoring with rfid: A la- tent diffusion model

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:18:25.381745Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T14:18:22.137560Z digest=sha256:cb79691c819e0b06d2b0aa7e2654e6222cb89274f4ef3cc1e908d0e89fe3cff8

Observation e4582789-0f80-45a9-ab5e-2cb7f043ced8 · outbound

This paper cites Fully-connected spatial-temporal graph for multivariate time-series data.

SETransformer: A Hybrid Attention-Based Architecture for Robust Human Activity Recognition Fully-connected spatial-temporal graph for multivariate time-series data

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:18:25.157219Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation ae8cdc1d-919f-41c7-9c20-385a684739d7 · outbound

This paper cites Appli- cation of ai in real-time credit risk detection.

SETransformer: A Hybrid Attention-Based Architecture for Robust Human Activity Recognition Appli- cation of ai in real-time credit risk detection

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:18:24.844813Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation 65340754-8d7a-42e7-9a1a-abd6078d337d · outbound

This paper cites Wisdm smartphone and smartwatch activity and biometrics dataset.

SETransformer: A Hybrid Attention-Based Architecture for Robust Human Activity Recognition Wisdm smartphone and smartwatch activity and biometrics dataset

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:18:24.589575Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T14:18:22.407886Z digest=sha256:fc887280283ad79c79f2d5a1a4b094ac0d941ab16a73185ab6f0a5156d6894a0

Observation ea89151b-ead8-4af3-ab3e-0a214c198f0a · outbound

This paper cites V-petl bench: A uni- fied visual parameter-efficient transfer learning bench- mark.

SETransformer: A Hybrid Attention-Based Architecture for Robust Human Activity Recognition V-petl bench: A uni- fied visual parameter-efficient transfer learning bench- mark

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:18:24.300112Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T14:18:22.455863Z digest=sha256:88afaba891630c1521bf039efa5f52f20246de8a8b3700866998c22c6b495066

Observation f96dc371-0795-4f19-b23b-a614bb809686 · outbound

This paper cites Comet: A Communication-efficient and Performant Approximation for Private Transformer Inference.

SETransformer: A Hybrid Attention-Based Architecture for Robust Human Activity Recognition Comet: A Communication-efficient and Performant Approximation for Private Transformer Inference

Reference 28

Resolution
verified exact
local_arxiv, observed 2026-08-07T14:18:23.300054Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T14:18:22.613524Z digest=sha256:f6fb5ea9132fdfe17f7dad2abc0dbbce6cbff97a15872b548c1775c285f894f0

Observation b644b986-99c2-41c0-af2e-7d5fc8582f44 · outbound

This paper cites WcDT: World-centric Diffusion Transformer for Traffic Scene Generation.

SETransformer: A Hybrid Attention-Based Architecture for Robust Human Activity Recognition WcDT: World-centric Diffusion Transformer for Traffic Scene Generation

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-07T14:18:22.778692Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:18:22.778692Z digest=sha256:886a07e0b1ce2066a4d2fb08501faae7dee0b14f3d667d695e1b7d32df9fa14d

Observation 33815cd3-022a-42f5-97ae-ddcf9e728303 · outbound

This paper cites A computational ethology approach for characterizing behavioral dynamics in bipolar disorder.

SETransformer: A Hybrid Attention-Based Architecture for Robust Human Activity Recognition A computational ethology approach for characterizing behavioral dynamics in bipolar disorder

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:18:24.057422Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T14:18:22.867578Z digest=sha256:d44cd84b0dbc875bcb834e8d5755943d90f7d48c2aadad4786c7099191a51701

Observation cbbdd781-9807-405f-95d4-fc5d973b5640 · outbound

This paper cites Continuous human activity recognition with distributed radar sensor net- works and cnn–rnn architectures.

SETransformer: A Hybrid Attention-Based Architecture for Robust Human Activity Recognition Continuous human activity recognition with distributed radar sensor net- works and cnn–rnn architectures

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:18:23.763997Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T14:18:23.034886Z digest=sha256:28e4ce61d0d2b48b473631801dcb0f33c72d0b02f53b006c27eb351631a7ec05

Pith citing papers

Observation db3ea585-4125-4123-81d4-e45c372faed9 · inbound

Gated Multimodal Graph Learning for Personalized Recommendation cites this paper.

Gated Multimodal Graph Learning for Personalized Recommendation SETransformer: A Hybrid Attention-Based Architecture for Robust Human Activity Recognition

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-07T12:18:57.827330Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:18:57.827330Z digest=sha256:2e88e1e5c513fdb277b906fc1537848896563043c941e491ae7162f4674fad55

Observation 4b3028df-9cf5-472e-ace4-a6070301416e · inbound

Analysis of Anonymous User Interaction Relationships and Prediction of Advertising Feedback Based on Graph Neural Network cites this paper.

Analysis of Anonymous User Interaction Relationships and Prediction of Advertising Feedback Based on Graph Neural Network SETransformer: A Hybrid Attention-Based Architecture for Robust Human Activity Recognition

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-07T04:55:12.050153Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:55:12.050153Z digest=sha256:8da1553cf445eb4f9ab46aca82c8570c0d3337a7486a4aebf2b0479fcf6598b3

Observation bda3248c-dfea-4c63-a6c2-64fb2c31e644 · inbound

Robust Anomaly Detection in Network Traffic: Evaluating Machine Learning Models on CICIDS2017 cites this paper.

Robust Anomaly Detection in Network Traffic: Evaluating Machine Learning Models on CICIDS2017 SETransformer: A Hybrid Attention-Based Architecture for Robust Human Activity Recognition

Reference 2025

Resolution
unresolved
no resolver link, observed 2026-08-06T23:19:26.662525Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T23:19:26.662525Z digest=sha256:82d844775bcf99caafc4a10b08b6dfd35d3590927a5466168ae60c7a1d90b1d1

Observation f1f5e2e0-0360-4dd0-a61c-451f39ec943c · inbound

Predicting Asphalt Pavement Friction Using Texture-Based Image Indicator cites this paper.

Predicting Asphalt Pavement Friction Using Texture-Based Image Indicator SETransformer: A Hybrid Attention-Based Architecture for Robust Human Activity Recognition

Reference 20

Resolution
verified exact
local_arxiv, observed 2026-08-06T20:12:10.542296Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T20:12:08.012479Z digest=sha256:2e2a076bd64140d3fb6089add0b40dd315b2956587f4f6f43d41ae4b74b5aa82