Paper Citation Record · LEDGER

MultiFormer: A Multi-Person Pose Estimation System Based on CSI and Attention Mechanism

As of 8 August 2026, this Paper Citation Record lists 39 of 39 outbound references and 0 inbound Pith citation observations for arXiv:2505.22555.

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

pith.paper-citation-record.v1
2505.22555 v2

Coverage vector

measured 39 of 39 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T13:12:17.609522Z

measured 39 of 39 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 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

39 of 39 outbound references displayed

verified exact0
verified fuzzy35
unresolved4
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 88c7e410-fbcf-49ce-a457-6820ac664aab · outbound

This paper cites Sensor-based and vision-based human activity recognition: A comprehensive survey,.

MultiFormer: A Multi-Person Pose Estimation System Based on CSI and Attention Mechanism Sensor-based and vision-based human activity recognition: A comprehensive survey,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:12:25.487156Z

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.

Observation da2c2bac-0c76-4500-9cb3-540289380806 · outbound

This paper cites Wireless Sensing for Human Activity: A Survey,.

MultiFormer: A Multi-Person Pose Estimation System Based on CSI and Attention Mechanism Wireless Sensing for Human Activity: A Survey,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:12:25.224996Z

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.

Observation 02521c3f-132e-4392-942e-73aa443ba42e · outbound

This paper cites A survey on video-based Human Action Recognition: Recent updates, datasets, challenges, and applications,.

MultiFormer: A Multi-Person Pose Estimation System Based on CSI and Attention Mechanism A survey on video-based Human Action Recognition: Recent updates, datasets, challenges, and applications,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:12:25.019340Z

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.

Observation b6910ec8-a6f9-4880-bcfc-d605555d444e · outbound

This paper cites Human activity recognition in artificial intelligence framework: A narrative review,.

MultiFormer: A Multi-Person Pose Estimation System Based on CSI and Attention Mechanism Human activity recognition in artificial intelligence framework: A narrative review,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:12:24.775806Z

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.

Observation d3bb64f4-2e03-4ec4-8ad0-683b30c2f093 · outbound

This paper cites Openpose: Re- altime multi-person 2d pose estimation using part affinity fields,.

MultiFormer: A Multi-Person Pose Estimation System Based on CSI and Attention Mechanism Openpose: Re- altime multi-person 2d pose estimation using part affinity fields,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:12:24.562992Z

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.

Observation e78abda7-8437-42ee-817e-68ded98f7c0c · outbound

This paper cites Integrating 2d and 3d human pose estimation using depth camera in cardio exercises,.

MultiFormer: A Multi-Person Pose Estimation System Based on CSI and Attention Mechanism Integrating 2d and 3d human pose estimation using depth camera in cardio exercises,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:12:24.321233Z

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.

Observation e07fc7e3-eaa4-434f-bbad-cd5f0ed415f1 · outbound

This paper cites Lwirpose: A novel long wave infrared thermal image pose dataset and benchmark,.

MultiFormer: A Multi-Person Pose Estimation System Based on CSI and Attention Mechanism Lwirpose: A novel long wave infrared thermal image pose dataset and benchmark,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:12:24.131248Z

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.

Observation 46bdcbdd-b89d-4875-8bf6-c99b9d8ed078 · outbound

This paper cites Structured feature learning for pose estimation,.

MultiFormer: A Multi-Person Pose Estimation System Based on CSI and Attention Mechanism Structured feature learning for pose estimation,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:12:23.905441Z

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.

Observation 354351fd-5bf8-4292-8498-59b96474786e · outbound

This paper cites Rmpe: Regional multi-person pose estimation,.

MultiFormer: A Multi-Person Pose Estimation System Based on CSI and Attention Mechanism Rmpe: Regional multi-person pose estimation,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:12:23.592660Z

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.

Observation 05aedc46-d03f-48cf-9c3f-a639cf1362c3 · outbound

This paper cites Benchmarking and error diagnosis in multi-instance pose estimation,.

MultiFormer: A Multi-Person Pose Estimation System Based on CSI and Attention Mechanism Benchmarking and error diagnosis in multi-instance pose estimation,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:12:23.450648Z

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.

Observation fdedabc2-3797-413c-b028-719ce3257868 · outbound

This paper cites Thin-slicing network: A deep structured model for pose estimation in videos,.

MultiFormer: A Multi-Person Pose Estimation System Based on CSI and Attention Mechanism Thin-slicing network: A deep structured model for pose estimation in videos,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:12:23.249982Z

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.

Observation 74a3544e-40ae-4658-a7f8-205eafd895a5 · outbound

This paper cites Confidence-based 6d object pose estimation,.

MultiFormer: A Multi-Person Pose Estimation System Based on CSI and Attention Mechanism Confidence-based 6d object pose estimation,

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-07T13:12:15.732073Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation be942ae1-f6e0-4bf9-95b7-2f14b2680b76 · outbound

This paper cites A contactless health monitoring system for vital signs monitoring, human activity recognition, and tracking,.

MultiFormer: A Multi-Person Pose Estimation System Based on CSI and Attention Mechanism A contactless health monitoring system for vital signs monitoring, human activity recognition, and tracking,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:12:23.126188Z

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.

Observation 311b2b29-8fad-41a5-a6cd-876f0e75deaa · outbound

This paper cites Body-worn imu human skeletal pose estimation using a factor graph-based optimization framework,.

MultiFormer: A Multi-Person Pose Estimation System Based on CSI and Attention Mechanism Body-worn imu human skeletal pose estimation using a factor graph-based optimization framework,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:12:22.924766Z

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.

Observation 8ad3045c-b563-48d8-b426-4c0b2bd0088f · outbound

This paper cites The accuracy and precision of position and orientation tracking in the htc vive virtual reality system for scientific research,.

MultiFormer: A Multi-Person Pose Estimation System Based on CSI and Attention Mechanism The accuracy and precision of position and orientation tracking in the htc vive virtual reality system for scientific research,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:12:22.701326Z

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.

Observation 469e349f-8a2a-4954-aa95-66f5952a28ee · outbound

This paper cites Low-cost and device- free human activity recognition based on hierarchical learning model,.

MultiFormer: A Multi-Person Pose Estimation System Based on CSI and Attention Mechanism Low-cost and device- free human activity recognition based on hierarchical learning model,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:12:22.514879Z

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.

Observation cb186f49-eeb0-4f03-86f9-f2531f863fea · outbound

This paper cites From RSSI to CSI: Indoor localization via channel response,.

MultiFormer: A Multi-Person Pose Estimation System Based on CSI and Attention Mechanism From RSSI to CSI: Indoor localization via channel response,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:12:22.242270Z

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.

Observation b801de5d-1e9f-4e18-bd5f-843c00e314a3 · outbound

This paper cites Attention-Based Gesture Recognition Using Commodity WiFi De- vices,.

MultiFormer: A Multi-Person Pose Estimation System Based on CSI and Attention Mechanism Attention-Based Gesture Recognition Using Commodity WiFi De- vices,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:12:22.041068Z

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.

Observation b22ed7ff-6989-4cdc-ae34-102512167120 · outbound

This paper cites Metafi: Device-free pose estimation via commodity wifi for metaverse avatar simulation,.

MultiFormer: A Multi-Person Pose Estimation System Based on CSI and Attention Mechanism Metafi: Device-free pose estimation via commodity wifi for metaverse avatar simulation,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:12:21.805958Z

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.

Observation 657d243d-3005-4954-b58f-eba961a85225 · outbound

This paper cites MetaFi++: WiFi-Enabled Transformer-Based Human Pose Estimation for Metaverse Avatar Simulation,.

MultiFormer: A Multi-Person Pose Estimation System Based on CSI and Attention Mechanism MetaFi++: WiFi-Enabled Transformer-Based Human Pose Estimation for Metaverse Avatar Simulation,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:12:21.622025Z

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.

Observation 556cb69d-ae8f-4a60-8325-f3c1c99519a8 · outbound

This paper cites Towards 3d human pose construction using wifi,.

MultiFormer: A Multi-Person Pose Estimation System Based on CSI and Attention Mechanism Towards 3d human pose construction using wifi,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:12:21.455918Z

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.

Observation 56f1c37f-8bb5-442d-b765-47df86794baa · outbound

This paper cites CSI-Former: Pay More Attention to Pose Estimation with WiFi,.

MultiFormer: A Multi-Person Pose Estimation System Based on CSI and Attention Mechanism CSI-Former: Pay More Attention to Pose Estimation with WiFi,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:12:21.244897Z

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.

Observation 7b0d113c-5aca-4005-aba5-a3c5f285a295 · outbound

This paper cites Can WiFi Estimate Person Pose?.

MultiFormer: A Multi-Person Pose Estimation System Based on CSI and Attention Mechanism Can WiFi Estimate Person Pose?

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-07T13:12:16.545502Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f95f8886-be9f-47d1-88b9-e9f27d9c2449 · outbound

This paper cites CHA-Sens: An End- to-End Comprehensive Residual Convolution Framework for CSI-based Human Activity Sensing,.

MultiFormer: A Multi-Person Pose Estimation System Based on CSI and Attention Mechanism CHA-Sens: An End- to-End Comprehensive Residual Convolution Framework for CSI-based Human Activity Sensing,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:12:21.016172Z

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.

Observation 7f42e48c-e4fb-4548-bf41-a9188d0ea224 · outbound

This paper cites From Point to Space: 3D Moving Human Pose Estimation Using Commodity WiFi,.

MultiFormer: A Multi-Person Pose Estimation System Based on CSI and Attention Mechanism From Point to Space: 3D Moving Human Pose Estimation Using Commodity WiFi,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:12:20.793443Z

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.

Observation 357855d6-06a1-43dc-af80-5920171f51fa · outbound

This paper cites Person-in- wifi: Fine-grained person perception using wifi,.

MultiFormer: A Multi-Person Pose Estimation System Based on CSI and Attention Mechanism Person-in- wifi: Fine-grained person perception using wifi,

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:12:20.625870Z

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.

Observation fe27e508-5b98-4137-9be9-19ec95840ff3 · outbound

This paper cites Towards cross- modal forgery detection and localization on live surveillance videos,.

MultiFormer: A Multi-Person Pose Estimation System Based on CSI and Attention Mechanism Towards cross- modal forgery detection and localization on live surveillance videos,

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:12:20.383406Z

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.

Observation 315feff6-3ac2-46bf-981e-7e0b0195faf8 · outbound

This paper cites CSI-F: A Human Motion Recognition Method Based on Channel-State-Information Signal Feature Fusion,.

MultiFormer: A Multi-Person Pose Estimation System Based on CSI and Attention Mechanism CSI-F: A Human Motion Recognition Method Based on Channel-State-Information Signal Feature Fusion,

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:12:20.084084Z

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.

Observation 3aac689d-688c-4a55-a6c8-021d8e2a33c5 · outbound

This paper cites Person-in-wifi 3d: End-to-end multi-person 3d pose estimation with wi-fi,.

MultiFormer: A Multi-Person Pose Estimation System Based on CSI and Attention Mechanism Person-in-wifi 3d: End-to-end multi-person 3d pose estimation with wi-fi,

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:12:19.746697Z

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.

Observation 1b403af4-f1a4-4590-a293-32da69cc84fb · outbound

This paper cites MDPose: Human Skeletal Motion Reconstruction Using WiFi Micro- Doppler Signatures,.

MultiFormer: A Multi-Person Pose Estimation System Based on CSI and Attention Mechanism MDPose: Human Skeletal Motion Reconstruction Using WiFi Micro- Doppler Signatures,

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:12:19.499176Z

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.

Observation eacee947-8023-4612-81d8-c3d395aecc4b · outbound

This paper cites Robust wifi sensing-based human pose estimation using denoising autoencoder and cnn with dynamic subcarrier attention,.

MultiFormer: A Multi-Person Pose Estimation System Based on CSI and Attention Mechanism Robust wifi sensing-based human pose estimation using denoising autoencoder and cnn with dynamic subcarrier attention,

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:12:19.230658Z

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.

Observation d2c11dcc-8b9c-4888-828a-00135da19508 · outbound

This paper cites WiTransformer: A Novel Robust Gesture Recognition Sensing Model with WiFi,.

MultiFormer: A Multi-Person Pose Estimation System Based on CSI and Attention Mechanism WiTransformer: A Novel Robust Gesture Recognition Sensing Model with WiFi,

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:12:18.979764Z

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.

Observation f5565430-77e1-4a39-85b9-6aa218ab3ffe · outbound

This paper cites Vision Transformers for Human Activity Recognition Using WiFi Channel State Information,.

MultiFormer: A Multi-Person Pose Estimation System Based on CSI and Attention Mechanism Vision Transformers for Human Activity Recognition Using WiFi Channel State Information,

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:12:18.816746Z

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.

Observation 0c87d4a8-c248-4e5d-8207-9956025806da · outbound

This paper cites Attention is all you need,.

MultiFormer: A Multi-Person Pose Estimation System Based on CSI and Attention Mechanism Attention is all you need,

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:12:18.478620Z

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.

Observation 3191271a-16f4-4a38-bf26-62b9a6e6df39 · outbound

This paper cites Mm-fi: Multi-modal non-intrusive 4d human dataset for versatile wireless sensing,.

MultiFormer: A Multi-Person Pose Estimation System Based on CSI and Attention Mechanism Mm-fi: Multi-modal non-intrusive 4d human dataset for versatile wireless sensing,

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-07T13:12:17.371967Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3826ab7d-b2f9-4859-ae2b-9d201f3ad62f · outbound

This paper cites 2d human pose estimation: New benchmark and state of the art analysis,.

MultiFormer: A Multi-Person Pose Estimation System Based on CSI and Attention Mechanism 2d human pose estimation: New benchmark and state of the art analysis,

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:12:18.155752Z

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.

Observation bf74d716-f757-401a-829b-92941c4da34a · outbound

This paper cites Hpe-li: Wifi-enabled lightweight dual selective kernel con- volution for human pose estimation,.

MultiFormer: A Multi-Person Pose Estimation System Based on CSI and Attention Mechanism Hpe-li: Wifi-enabled lightweight dual selective kernel con- volution for human pose estimation,

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:12:18.034515Z

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.

Observation 500a720a-e678-4531-87ed-6135524c7cdf · outbound

This paper cites Powerskel: A device-free framework using csi signal for human skeleton estimation in power station,.

MultiFormer: A Multi-Person Pose Estimation System Based on CSI and Attention Mechanism Powerskel: A device-free framework using csi signal for human skeleton estimation in power station,

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:12:17.807022Z

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.

Observation 03033d28-ea15-425d-a8be-0bee535c64bf · outbound

This paper cites Towards Robust and Realistic Human Pose Estimation via WiFi Signals.

MultiFormer: A Multi-Person Pose Estimation System Based on CSI and Attention Mechanism Towards Robust and Realistic Human Pose Estimation via WiFi Signals

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-07T13:12:17.609522Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.