Paper Citation Record · LEDGER

WiFi based Human Fall and Activity Recognition using Transformer based Encoder Decoder and Graph Neural Networks

As of 21 August 2026, this Paper Citation Record lists 21 of 21 outbound references and 0 inbound Pith citation observations for arXiv:2504.16655.

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

pith.paper-citation-record.v1
2504.16655 v1

Coverage vector

measured 21 of 21 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-16T11:03:02.537222Z

measured 21 of 21 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+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

21 of 21 outbound references displayed

verified exact0
verified fuzzy18
unresolved3
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 130b0716-f5ea-4215-8a2d-55a2c2fda1d9 · outbound

This paper cites Ultralytics yolo11,.

WiFi based Human Fall and Activity Recognition using Transformer based Encoder Decoder and Graph Neural Networks Ultralytics yolo11,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:03:02.792548Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 3b3c224c-5999-4417-bfc7-9c3d4c4f80ca · outbound

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

WiFi based Human Fall and Activity Recognition using Transformer based Encoder Decoder and Graph Neural Networks Openpose: Realtime multi-person 2d pose estimation using part affinity fields,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:03:02.780203Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation d4a5bbd4-3575-43bd-90af-650602a4c74a · outbound

This paper cites BlazePose: On-device Real-time Body Pose tracking.

WiFi based Human Fall and Activity Recognition using Transformer based Encoder Decoder and Graph Neural Networks BlazePose: On-device Real-time Body Pose tracking

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-16T11:03:02.468915Z

Source-reported events for the cited work

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Observation 2ff7967d-21f8-4341-8de0-715fa36c0e56 · outbound

This paper cites Real move: Effortless and precise human movement in real- time,.

WiFi based Human Fall and Activity Recognition using Transformer based Encoder Decoder and Graph Neural Networks Real move: Effortless and precise human movement in real- time,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:03:02.769058Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation e28a484c-f59f-422f-a506-20b72650a075 · outbound

This paper cites Livehps: lidar-based scene-level human pose and shape estimation in free envi- ronment,.

WiFi based Human Fall and Activity Recognition using Transformer based Encoder Decoder and Graph Neural Networks Livehps: lidar-based scene-level human pose and shape estimation in free envi- ronment,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:03:02.758057Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation c49b48e4-b223-4cc9-a720-75228a2c10eb · outbound

This paper cites Lidarcapv2: 3d human pose estimation with human–object interaction from lidar point clouds,.

WiFi based Human Fall and Activity Recognition using Transformer based Encoder Decoder and Graph Neural Networks Lidarcapv2: 3d human pose estimation with human–object interaction from lidar point clouds,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:03:02.745986Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 5bdb26f0-a9d5-4bca-ae35-f0a8abc91408 · outbound

This paper cites A framework for fall detection based on openpose skeleton and lstm/gru models,.

WiFi based Human Fall and Activity Recognition using Transformer based Encoder Decoder and Graph Neural Networks A framework for fall detection based on openpose skeleton and lstm/gru models,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:03:02.734572Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation b072e599-8a20-4ec4-9f8f-421481aed70a · outbound

This paper cites Real-time human action prediction using pose estimation with attention-based lstm network,.

WiFi based Human Fall and Activity Recognition using Transformer based Encoder Decoder and Graph Neural Networks Real-time human action prediction using pose estimation with attention-based lstm network,

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-16T11:03:02.490477Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e40b8e6c-10a1-456f-9685-dd33fc96d0ea · outbound

This paper cites Fall prediction based on key points of human bones,.

WiFi based Human Fall and Activity Recognition using Transformer based Encoder Decoder and Graph Neural Networks Fall prediction based on key points of human bones,

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-16T11:03:02.494338Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e5d039e0-c323-418d-84af-91425158c4a6 · outbound

This paper cites Human activity recognition: A comprehensive review,.

WiFi based Human Fall and Activity Recognition using Transformer based Encoder Decoder and Graph Neural Networks Human activity recognition: A comprehensive review,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:03:02.709214Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation edc638f3-1427-43ee-a300-75b54fb5f720 · outbound

This paper cites Csi2image: Image reconstruction from channel state information using generative adversarial networks,.

WiFi based Human Fall and Activity Recognition using Transformer based Encoder Decoder and Graph Neural Networks Csi2image: Image reconstruction from channel state information using generative adversarial networks,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:03:02.698118Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation f007c424-8467-43f3-b8e5-014e1195a389 · outbound

This paper cites Human silhouette and skeleton video synthesis through wi-fi signals,.

WiFi based Human Fall and Activity Recognition using Transformer based Encoder Decoder and Graph Neural Networks Human silhouette and skeleton video synthesis through wi-fi signals,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:03:02.687385Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 4831d3fc-de16-4700-86b9-b711fd4bfdce · outbound

This paper cites Metafi++: Wifi-enabled transformer-based human pose estimation for metaverse avatar simulation,.

WiFi based Human Fall and Activity Recognition using Transformer based Encoder Decoder and Graph Neural Networks Metafi++: Wifi-enabled transformer-based human pose estimation for metaverse avatar simulation,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:03:02.675870Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 1c7aa8e8-37ff-479a-9168-db0d9cb28520 · outbound

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

WiFi based Human Fall and Activity Recognition using Transformer based Encoder Decoder and Graph Neural Networks Mm-fi: Multi-modal non-intrusive 4d human dataset for versatile wireless sensing,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:03:02.664731Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation e55aed2e-cee9-4c54-ace7-16774a668391 · outbound

This paper cites Skeleton-based action recog- nition with directed graph neural networks,.

WiFi based Human Fall and Activity Recognition using Transformer based Encoder Decoder and Graph Neural Networks Skeleton-based action recog- nition with directed graph neural networks,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:03:02.653637Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 4a70a75f-c2dc-4b67-afcd-bca4e69ba43c · outbound

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

WiFi based Human Fall and Activity Recognition using Transformer based Encoder Decoder and Graph Neural Networks Metafi: Device-free pose estimation via commodity wifi for metaverse avatar simulation,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:03:02.642052Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 2f8dd13d-7116-4148-8bfc-16162b42f780 · outbound

This paper cites From signal to image: Capturing fine-grained human poses with commodity wi-fi,.

WiFi based Human Fall and Activity Recognition using Transformer based Encoder Decoder and Graph Neural Networks From signal to image: Capturing fine-grained human poses with commodity wi-fi,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:03:02.629585Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 52ec8d87-4a9e-449d-a325-e8178aafc626 · outbound

This paper cites Wifall: Device-free fall detection by wireless networks,.

WiFi based Human Fall and Activity Recognition using Transformer based Encoder Decoder and Graph Neural Networks Wifall: Device-free fall detection by wireless networks,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:03:02.618343Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation f03a8646-3ece-4587-9275-e787abe4e5cf · outbound

This paper cites Differential channel-state-information-based human activity recognition in iot networks,.

WiFi based Human Fall and Activity Recognition using Transformer based Encoder Decoder and Graph Neural Networks Differential channel-state-information-based human activity recognition in iot networks,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:03:02.606003Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 081d7647-fd3a-4dbb-9436-8a8f2d08284c · outbound

This paper cites Wi-tar: Object detection system based on csi ratio,.

WiFi based Human Fall and Activity Recognition using Transformer based Encoder Decoder and Graph Neural Networks Wi-tar: Object detection system based on csi ratio,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:03:02.593913Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 035b9a05-78d9-420e-a229-0b483d264911 · outbound

This paper cites Non-invasive detection of moving and stationary human with wifi,.

WiFi based Human Fall and Activity Recognition using Transformer based Encoder Decoder and Graph Neural Networks Non-invasive detection of moving and stationary human with wifi,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:03:02.581777Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Pith citing papers

No inbound Pith citation observations are available.