Pith. sign in

Paper Citation Record · LEDGER

Edge-Efficient Two-Stream Multimodal Architecture for Non-Intrusive Bathroom Fall Detection

As of 11 August 2026, this Paper Citation Record lists 29 of 29 outbound references and 0 inbound Pith citation observations for arXiv:2603.17069.

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

pith.paper-citation-record.v1
2603.17069 v2

Coverage vector

measured 29 of 29 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-15T09:24:29.036491Z

measured 29 of 29 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+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

29 of 29 outbound references displayed

  • verified exact0
  • verified fuzzy28
  • unresolved1
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation aea89a24-2e75-45d8-8b99-6f6c700a9361 · outbound

This paper cites an unresolved cited work.

Edge-Efficient Two-Stream Multimodal Architecture for Non-Intrusive Bathroom Fall Detection Unresolved cited work

Reference 1

Resolution
unresolved
raw_fallback, observed 2026-05-15T09:25:22.735921Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-15T09:24:29.036491Z digest=sha256:8c7e8cfb7ffe18fb05a8e0217d3975ffa90a6a13cb9bfb34bb882dabbf822fc4

Observation 67554c4d-71fc-4f5b-8b81-5d7b8f4d6f04 · outbound

This paper cites Fall risk assessment scales: a systematic literature review.

Edge-Efficient Two-Stream Multimodal Architecture for Non-Intrusive Bathroom Fall Detection Fall risk assessment scales: a systematic literature review

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-05-15T09:25:22.740793Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-15T09:24:29.036491Z digest=sha256:dfb6c85a586edd4300f45adcf6e2ec92425b08a9f35b3866abd205064a73b46d

Observation f89cbbf1-c8ee-4e1f-b543-3303148ce3d8 · outbound

This paper cites Elderly fall detection systems: a literature survey.

Edge-Efficient Two-Stream Multimodal Architecture for Non-Intrusive Bathroom Fall Detection Elderly fall detection systems: a literature survey

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-05-15T09:25:22.702989Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-15T09:24:29.036491Z digest=sha256:6ed11b08b4fff90894733434771b08fa5fdf1b91ad7417af5ce9a6662746e1d4

Observation 897a3470-c848-4403-9eeb-1b5b55e27012 · outbound

This paper cites Care needs of the elderly who live alone: an intersectoral perception.

Edge-Efficient Two-Stream Multimodal Architecture for Non-Intrusive Bathroom Fall Detection Care needs of the elderly who live alone: an intersectoral perception

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-05-15T09:25:22.653412Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-15T09:24:29.036491Z digest=sha256:299eff06c4508b93e8662fe06201200c5b532734e4bd0126f0ed97a5051ded51

Observation 252c1ac5-c6af-4707-9776-6700835f79e3 · outbound

This paper cites P2mfds: A privacy-preserving multimodal fall detection system for elderly people in bathroom environments.

Edge-Efficient Two-Stream Multimodal Architecture for Non-Intrusive Bathroom Fall Detection P2mfds: A privacy-preserving multimodal fall detection system for elderly people in bathroom environments

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-05-15T09:25:22.643942Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-15T09:24:29.036491Z digest=sha256:8a25411d869316e6e87dc9c03740201c268bd107b4376fa923d0704f8e2e451b

Observation 2ecc6752-2cbb-4b95-b26a-d0494318bb41 · outbound

This paper cites Millimeter-wave radar-based elderly fall detection fed by one-dimensional point cloud and doppler.

Edge-Efficient Two-Stream Multimodal Architecture for Non-Intrusive Bathroom Fall Detection Millimeter-wave radar-based elderly fall detection fed by one-dimensional point cloud and doppler

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-05-15T09:25:22.663787Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-15T09:24:29.036491Z digest=sha256:1939179b84199ee20da816903dfd08dc6351e13a0c9cabfb4cb58cc7fd099959

Observation f553d8e6-6a1d-4971-b83a-7b31927b18f1 · outbound

This paper cites Fall detection system based on lstm-transformer and fmcw radar.

Edge-Efficient Two-Stream Multimodal Architecture for Non-Intrusive Bathroom Fall Detection Fall detection system based on lstm-transformer and fmcw radar

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-05-15T09:25:22.717014Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-15T09:24:29.036491Z digest=sha256:dd5eb5356d339951e24ff021d0104f5159e8d90b1d0bd8e58e807873cf33ceb6

Observation 70eae981-07ea-46e4-a8b2-c2818cee33ad · outbound

This paper cites Fall detection in elderly people: a systematic review of ambient assisted living and smart home-related technology performance.

Edge-Efficient Two-Stream Multimodal Architecture for Non-Intrusive Bathroom Fall Detection Fall detection in elderly people: a systematic review of ambient assisted living and smart home-related technology performance

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-05-15T09:25:22.634913Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-15T09:24:29.036491Z digest=sha256:6e5cb0e2369dc9e85de89f34850c47c8838c165f70541e7ee08c2245fccc1fd0

Observation d601be2e-07a9-48c7-811c-6122e55f5e8c · outbound

This paper cites High-definition 3d point cloud mapping of the city of subiaco in western australia.

Edge-Efficient Two-Stream Multimodal Architecture for Non-Intrusive Bathroom Fall Detection High-definition 3d point cloud mapping of the city of subiaco in western australia

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-05-15T09:25:22.698674Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-15T09:24:29.036491Z digest=sha256:ff845f42cf463d02cceefa7f1df9e80e9501b774614984ab16346c14c617d685

Observation f6b1a1f2-30aa-4080-9bf6-f5783a3ebcaf · outbound

This paper cites A survey on fall detection: principles and approaches.

Edge-Efficient Two-Stream Multimodal Architecture for Non-Intrusive Bathroom Fall Detection A survey on fall detection: principles and approaches

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-05-15T09:25:22.745766Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-15T09:24:29.036491Z digest=sha256:42a2301ec7596e5b4b81698d01f4daf2dca1b13308775834cb5b939df15739b3

Observation 3f0f2aaf-6cdc-4674-8e82-ac29acf06ef4 · outbound

This paper cites Challenges, issues and trends in fall detection systems.

Edge-Efficient Two-Stream Multimodal Architecture for Non-Intrusive Bathroom Fall Detection Challenges, issues and trends in fall detection systems

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-05-15T09:25:22.755169Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-15T09:24:29.036491Z digest=sha256:832eb4c8418f4b8a5e72406ea80c329ff2e2a2e81e0baef910aecd4bb0b6d5b1

Observation 870cc25d-4155-4af2-be0d-d45a5e324e49 · outbound

This paper cites Range–doppler radar sensor fusion for fall detection.

Edge-Efficient Two-Stream Multimodal Architecture for Non-Intrusive Bathroom Fall Detection Range–doppler radar sensor fusion for fall detection

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-05-15T09:25:22.731467Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-15T09:24:29.036491Z digest=sha256:e63e53635016bc7b5fbe73cf8d0925d122774fc54e771a2f4b222b510dfe93d3

Observation 9407bed9-2465-4342-8ae2-878c041ba4ad · outbound

This paper cites Smart seismic sensing for indoor fall detection, location, and notification.

Edge-Efficient Two-Stream Multimodal Architecture for Non-Intrusive Bathroom Fall Detection Smart seismic sensing for indoor fall detection, location, and notification

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-05-15T09:25:22.694052Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-15T09:24:29.036491Z digest=sha256:8a917e7933c8697c98f58d0be5e1831514e422bf9640d133b51a67e83d28d3fc

Observation 2bec6a77-fb10-48d0-8092-1fd15216044a · outbound

This paper cites Feature diversity for fall detection and indoor activities classification using radar systems.

Edge-Efficient Two-Stream Multimodal Architecture for Non-Intrusive Bathroom Fall Detection Feature diversity for fall detection and indoor activities classification using radar systems

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-05-15T09:25:22.658772Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-15T09:24:29.036491Z digest=sha256:c6f6198a959b624578a578f8e94300c2667cc9601a76acb5d3ea6e1b3f1d8fb4

Observation 23023176-9885-484e-9b75-759ce7774cb4 · outbound

This paper cites Fall detection using standoff radar-based sensing and deep convolutional neural network.

Edge-Efficient Two-Stream Multimodal Architecture for Non-Intrusive Bathroom Fall Detection Fall detection using standoff radar-based sensing and deep convolutional neural network

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-05-15T09:25:22.689750Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-15T09:24:29.036491Z digest=sha256:8212156a256ed2eee88a2aae759d7427c4092c02117f0326de49187c1f1d88b0

Observation 5009ca98-759c-48ed-b8d8-bb6d3258d951 · outbound

This paper cites Bawseg: A uav multispectral benchmark for barley weed segmentation.

Edge-Efficient Two-Stream Multimodal Architecture for Non-Intrusive Bathroom Fall Detection Bawseg: A uav multispectral benchmark for barley weed segmentation

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-05-15T09:25:22.625774Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-15T09:24:29.036491Z digest=sha256:8cef308e15e753d60cadac951fa2b4c825ac17dd536089c35a8e828ae100682a

Observation 53bca8da-7d2c-4db9-a05c-d25311ec8263 · outbound

This paper cites Fall detection of elderly through floor vibrations and sound.

Edge-Efficient Two-Stream Multimodal Architecture for Non-Intrusive Bathroom Fall Detection Fall detection of elderly through floor vibrations and sound

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-05-15T09:25:22.648345Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-15T09:24:29.036491Z digest=sha256:ec4a2537b438fa2ce3773feb86b30cb2ccd0faf693c8a7879a8f8bb38208b24f

Observation 5b2a8a1b-a9ec-4cd7-b5e3-7002cb58f13c · outbound

This paper cites Feasibility of using floor vibration to detect human falls.

Edge-Efficient Two-Stream Multimodal Architecture for Non-Intrusive Bathroom Fall Detection Feasibility of using floor vibration to detect human falls

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-05-15T09:25:22.668244Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-15T09:24:29.036491Z digest=sha256:dbb1c137443ac9dd12a9c47ca46e2ae23ff78f41cb4bbf0b951038de5dc91f62

Observation 2dd110dc-c7f8-4870-a783-0f8cdbef8a65 · outbound

This paper cites Detection of human fall using floor vibration and multi- features semi-supervised svm.

Edge-Efficient Two-Stream Multimodal Architecture for Non-Intrusive Bathroom Fall Detection Detection of human fall using floor vibration and multi- features semi-supervised svm

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-05-15T09:25:22.726686Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-15T09:24:29.036491Z digest=sha256:19b69b1e3f061fd1279836439a91aaf3d0c8342264ca07f19052b22c246a5654

Observation 0712a707-a932-4661-99c0-3c11dce1044a · outbound

This paper cites Vision and inertial sensing fusion for human action recognition: A review.

Edge-Efficient Two-Stream Multimodal Architecture for Non-Intrusive Bathroom Fall Detection Vision and inertial sensing fusion for human action recognition: A review

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-05-15T09:25:22.750650Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-15T09:24:29.036491Z digest=sha256:41134e4cffe8a50a852e03cfe3754bc458d02f81dd2fbe00ae528290d75a3459

Observation 87db42b7-e983-4fc0-8cca-aea34edbb8fa · outbound

This paper cites Egofalls: a visual-audio dataset and benchmark for fall detection using egocentric cameras.

Edge-Efficient Two-Stream Multimodal Architecture for Non-Intrusive Bathroom Fall Detection Egofalls: a visual-audio dataset and benchmark for fall detection using egocentric cameras

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-05-15T09:25:22.672661Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-15T09:24:29.036491Z digest=sha256:1826e5709c02cf026136671e8418320fc56f3812df9bc5616b79880f85c7e762

Observation 7125527d-946e-4d08-a45e-89c89d8a264e · outbound

This paper cites Multispectral remote sensing for weed detection in west australian agricultural lands.

Edge-Efficient Two-Stream Multimodal Architecture for Non-Intrusive Bathroom Fall Detection Multispectral remote sensing for weed detection in west australian agricultural lands

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-05-15T09:25:22.685333Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-15T09:24:29.036491Z digest=sha256:4105bdd66b803dc31ad291adb7be2c9ccd596c95409a4810bcc4cce37b03309c

Observation fabacf1d-39c0-4faf-b521-4534caa84b3c · outbound

This paper cites Radar-based fall detection: A survey.

Edge-Efficient Two-Stream Multimodal Architecture for Non-Intrusive Bathroom Fall Detection Radar-based fall detection: A survey

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-05-15T09:25:22.639399Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-15T09:24:29.036491Z digest=sha256:06c8d5bea83f19864af7e0ec8aedb2b9b5ea56f87777e475baf6f280b348f81f

Observation d4c33ddf-cc6b-43e5-9fe2-d0765ead8b78 · outbound

This paper cites The generalized correlation method for estimation of time delay.

Edge-Efficient Two-Stream Multimodal Architecture for Non-Intrusive Bathroom Fall Detection The generalized correlation method for estimation of time delay

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-05-15T09:25:22.680950Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-15T09:24:29.036491Z digest=sha256:b8bac4bc7825df1e17ca7bcd1bdee34788e3d1acc998b956ce827e0f90a82277

Observation 6ba35a9a-d9ba-40fc-ac8b-19f290aecd70 · outbound

This paper cites Dynamic programming algorithm optimization for spoken word recognition.

Edge-Efficient Two-Stream Multimodal Architecture for Non-Intrusive Bathroom Fall Detection Dynamic programming algorithm optimization for spoken word recognition

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-05-15T09:25:22.676601Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-15T09:24:29.036491Z digest=sha256:aabc595629aae78ba18cd39a613a7c4e9a99a4937f70f624ebbcc617b89c4a05

Observation 09f0a845-a8ce-4998-b9a7-eca26badd933 · outbound

This paper cites Mamba: linear-time sequence modeling with selective state spaces.

Edge-Efficient Two-Stream Multimodal Architecture for Non-Intrusive Bathroom Fall Detection Mamba: linear-time sequence modeling with selective state spaces

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-05-15T09:25:22.630268Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-15T09:24:29.036491Z digest=sha256:157ab5ed71d0d30c0c4bd9687d41757f31ee602810ea2dba5168c135b3f06b22

Observation e9aa6aa7-657b-4bc2-bf4d-b52aac4decb5 · outbound

This paper cites Evaluation of a threshold-based tri-axial accelerometer fall detection algorithm.

Edge-Efficient Two-Stream Multimodal Architecture for Non-Intrusive Bathroom Fall Detection Evaluation of a threshold-based tri-axial accelerometer fall detection algorithm

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-05-15T09:25:22.707575Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-15T09:24:29.036491Z digest=sha256:733c5f873e6ac41dc49ed1eb24294a95b0382e6306e373ea9653b585719f1d2d

Observation f88b9f77-21c7-4517-9119-1ae109294c70 · outbound

This paper cites Detecting falls with wearable sensors using machine learning techniques.

Edge-Efficient Two-Stream Multimodal Architecture for Non-Intrusive Bathroom Fall Detection Detecting falls with wearable sensors using machine learning techniques

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-05-15T09:25:22.712391Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-15T09:24:29.036491Z digest=sha256:c229a7029edfcc02de08c2645dd595972491aa73f50b38c3169490d4b4404787

Observation 201ce3d2-2f5e-41ba-a03b-a403a0a10bd5 · outbound

This paper cites Heterogeneous sensor data fusion for human falling detection.

Edge-Efficient Two-Stream Multimodal Architecture for Non-Intrusive Bathroom Fall Detection Heterogeneous sensor data fusion for human falling detection

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-05-15T09:25:22.721886Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-15T09:24:29.036491Z digest=sha256:f60004e87bb08baf9295558a664bd9c0262d915ef5db4741fba39e39fabb45dd

Pith citing papers

No inbound Pith citation observations are available.