Paper Citation Record · LEDGER

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

As of 18 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 2026-08-18T06:34:40.430872+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
malformed identifier0
metadata mismatch0

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

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:18:29.294193Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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

Resolution: 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 2026-08-18T06:34:40.430872+00:00.

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

Resolution: 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 2026-08-18T06:34:40.430872+00:00.

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

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

Source-reported events for the cited work

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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

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:18:28.696819Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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

Resolution: 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 2026-08-18T06:34:40.430872+00:00.

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

Resolution: 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 2026-08-18T06:34:40.430872+00:00.

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

Resolution: unresolved; no resolver link, observed 2026-08-07T14:18:20.539328Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

Resolution: 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 2026-08-18T06:34:40.430872+00:00.

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

Resolution: 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 2026-08-18T06:34:40.430872+00:00.

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

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:18:27.566813Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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 2026-08-18T06:34:40.430872+00:00.

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 2026-08-18T06:34:40.430872+00:00.

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

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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 2026-08-18T06:34:40.430872+00:00.

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

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:18:26.932719Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:18:26.746124Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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 2026-08-18T06:34:40.430872+00:00.

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 2026-08-18T06:34:40.430872+00:00.

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 2026-08-18T06:34:40.430872+00:00.

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 2026-08-18T06:34:40.430872+00:00.

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

Resolution: 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 2026-08-18T06:34:40.430872+00:00.

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 2026-08-18T06:34:40.430872+00:00.

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 2026-08-18T06:34:40.430872+00:00.

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 2026-08-18T06:34:40.430872+00:00.

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 2026-08-18T06:34:40.430872+00:00.

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 2026-08-18T06:34:40.430872+00:00.

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 2026-08-18T06:34:40.430872+00:00.

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.

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 2026-08-18T06:34:40.430872+00:00.

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 2026-08-18T06:34:40.430872+00:00.

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.

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.

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.

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 2026-08-18T06:34:40.430872+00:00.