Paper Citation Record · LEDGER

Why Commodity WiFi Sensors Fail at Multi-Person Gait Identification: A Systematic Analysis Using ESP32

As of 15 August 2026, this Paper Citation Record lists 34 of 34 outbound references and 0 inbound Pith citation observations for arXiv:2601.02177.

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

pith.paper-citation-record.v1
2601.02177 v2

Coverage vector

measured 34 of 34 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-03T12:39:39.924288Z

measured 34 of 34 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+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

34 of 34 outbound references displayed

verified exact0
verified fuzzy0
unresolved34
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 332966a3-b728-45cb-bc5d-8236f262b1f1 · outbound

This paper cites Wifi sensing with channel state information: A survey,.

Why Commodity WiFi Sensors Fail at Multi-Person Gait Identification: A Systematic Analysis Using ESP32 Wifi sensing with channel state information: A survey,

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-03T12:39:36.891310Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1d6da826-b7e5-4228-998b-1d10b91e6c56 · outbound

This paper cites Wireless sensing for human activity: A survey,.

Why Commodity WiFi Sensors Fail at Multi-Person Gait Identification: A Systematic Analysis Using ESP32 Wireless sensing for human activity: A survey,

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-03T12:39:36.985040Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f124316d-6265-4b80-8842-310f59c3644a · outbound

This paper cites Understanding and modeling of wifi signal based human activity recognition,.

Why Commodity WiFi Sensors Fail at Multi-Person Gait Identification: A Systematic Analysis Using ESP32 Understanding and modeling of wifi signal based human activity recognition,

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-03T12:39:37.055561Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e8d1067b-6034-4360-b0fd-3e5dd04aa015 · outbound

This paper cites A survey on behavior recognition using wifi channel state information,.

Why Commodity WiFi Sensors Fail at Multi-Person Gait Identification: A Systematic Analysis Using ESP32 A survey on behavior recognition using wifi channel state information,

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-03T12:39:37.170798Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 04b36434-dbe1-4643-9be9-0ada18c4665d · outbound

This paper cites Crosssense: Towards cross-site and large-scale wifi sensing,.

Why Commodity WiFi Sensors Fail at Multi-Person Gait Identification: A Systematic Analysis Using ESP32 Crosssense: Towards cross-site and large-scale wifi sensing,

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-03T12:39:37.281977Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e27e60b2-0f93-402d-aae8-8557c5eeb7bf · outbound

This paper cites CSI-Net: Unified Human Body Characterization and Pose Recognition.

Why Commodity WiFi Sensors Fail at Multi-Person Gait Identification: A Systematic Analysis Using ESP32 CSI-Net: Unified Human Body Characterization and Pose Recognition

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-03T12:39:37.361704Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 51d4f4ce-0a7b-4b93-b2d0-3cba31ecc326 · outbound

This paper cites Wihi: Wifi based human identity identification using deep learning,.

Why Commodity WiFi Sensors Fail at Multi-Person Gait Identification: A Systematic Analysis Using ESP32 Wihi: Wifi based human identity identification using deep learning,

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-03T12:39:37.435806Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ba3f70fe-b3d5-4b63-9d63-cb457b6246f5 · outbound

This paper cites Classifying participant stand- ing and sitting postures using channel state information,.

Why Commodity WiFi Sensors Fail at Multi-Person Gait Identification: A Systematic Analysis Using ESP32 Classifying participant stand- ing and sitting postures using channel state information,

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-03T12:39:37.506148Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a4645732-7d2b-432b-92c6-43ed43330798 · outbound

This paper cites Towards environment independent device free human activity recognition,.

Why Commodity WiFi Sensors Fail at Multi-Person Gait Identification: A Systematic Analysis Using ESP32 Towards environment independent device free human activity recognition,

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-03T12:39:37.580491Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 29ad1350-214f-40b5-92d4-fbc5555a3532 · outbound

This paper cites Fifs: Fine-grained indoor fin- gerprinting system,.

Why Commodity WiFi Sensors Fail at Multi-Person Gait Identification: A Systematic Analysis Using ESP32 Fifs: Fine-grained indoor fin- gerprinting system,

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-03T12:39:37.691425Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9d4d13c4-8659-44e7-994e-f6a659d8694c · outbound

This paper cites Widar3. 0: Zero-effort cross-domain gesture recognition with wi- fi,.

Why Commodity WiFi Sensors Fail at Multi-Person Gait Identification: A Systematic Analysis Using ESP32 Widar3. 0: Zero-effort cross-domain gesture recognition with wi- fi,

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-03T12:39:37.768323Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6493d54c-5784-4afc-a904-bd8087974314 · outbound

This paper cites Smart user authentication through actuation of daily activities leveraging wifi-enabled iot,.

Why Commodity WiFi Sensors Fail at Multi-Person Gait Identification: A Systematic Analysis Using ESP32 Smart user authentication through actuation of daily activities leveraging wifi-enabled iot,

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-03T12:39:37.829698Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 61eb7455-9da3-473f-8e33-d43837a6af62 · outbound

This paper cites Multi-user human activity recognition through adaptive location-independent wifi signal characteristics,.

Why Commodity WiFi Sensors Fail at Multi-Person Gait Identification: A Systematic Analysis Using ESP32 Multi-user human activity recognition through adaptive location-independent wifi signal characteristics,

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-03T12:39:37.943763Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 91c676be-8f2f-4603-86b0-040388aa8587 · outbound

This paper cites Tensor decomposi- tions for signal processing: Theory, advances, and applications,.

Why Commodity WiFi Sensors Fail at Multi-Person Gait Identification: A Systematic Analysis Using ESP32 Tensor decomposi- tions for signal processing: Theory, advances, and applications,

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-03T12:39:38.050415Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ac5c4bed-02b7-411c-9a40-065652d03637 · outbound

This paper cites Wifi sensing on the edge: Signal processing techniques and challenges for real-world systems,.

Why Commodity WiFi Sensors Fail at Multi-Person Gait Identification: A Systematic Analysis Using ESP32 Wifi sensing on the edge: Signal processing techniques and challenges for real-world systems,

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-03T12:39:38.147273Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ebc04354-c695-4466-a427-2ded9a2ebfce · outbound

This paper cites Gaitsense: Towards ubiquitous gait-based human identification with wi- fi,.

Why Commodity WiFi Sensors Fail at Multi-Person Gait Identification: A Systematic Analysis Using ESP32 Gaitsense: Towards ubiquitous gait-based human identification with wi- fi,

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-03T12:39:38.203112Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aad3cede-436e-47a2-a2a4-9ae58882e1a1 · outbound

This paper cites Spacebeat: Identity-aware multi- person vital signs monitoring using commodity wifi,.

Why Commodity WiFi Sensors Fail at Multi-Person Gait Identification: A Systematic Analysis Using ESP32 Spacebeat: Identity-aware multi- person vital signs monitoring using commodity wifi,

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-03T12:39:38.277440Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 28bf8895-c0d5-4b76-99ba-4e2b52e286a6 · outbound

This paper cites A novel adaptive device-free passive indoor fingerprinting localization under dynamic environment,.

Why Commodity WiFi Sensors Fail at Multi-Person Gait Identification: A Systematic Analysis Using ESP32 A novel adaptive device-free passive indoor fingerprinting localization under dynamic environment,

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-03T12:39:38.332052Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7cc72468-4b7e-41f3-86dd-a687b38010f6 · outbound

This paper cites Rtmp-id: real-time through-wall multi-person identification based on mimo radar,.

Why Commodity WiFi Sensors Fail at Multi-Person Gait Identification: A Systematic Analysis Using ESP32 Rtmp-id: real-time through-wall multi-person identification based on mimo radar,

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-03T12:39:38.410207Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 26bd7751-f151-4069-959f-793a623289da · outbound

This paper cites Clustering-based activity detection algorithms for grant-free random access in cell-free massive mimo,.

Why Commodity WiFi Sensors Fail at Multi-Person Gait Identification: A Systematic Analysis Using ESP32 Clustering-based activity detection algorithms for grant-free random access in cell-free massive mimo,

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-03T12:39:38.494687Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4e4262ea-6411-4597-9431-ca49bb525e65 · outbound

This paper cites Gait-based person identification and intruder detection using mm-wave sensing in multi-person scenario,.

Why Commodity WiFi Sensors Fail at Multi-Person Gait Identification: A Systematic Analysis Using ESP32 Gait-based person identification and intruder detection using mm-wave sensing in multi-person scenario,

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-03T12:39:38.578000Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 15a6a742-e4c6-49c0-bf2a-e752df65a0ab · outbound

This paper cites Person identification with millimeter-wave radar in realistic smart home scenarios,.

Why Commodity WiFi Sensors Fail at Multi-Person Gait Identification: A Systematic Analysis Using ESP32 Person identification with millimeter-wave radar in realistic smart home scenarios,

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-03T12:39:38.631459Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4a9bb219-c61a-4e1e-aaf5-07e13d9ca1d3 · outbound

This paper cites Multi-har: Human activity recognition in multi-person scenes based on mmwave sensing,.

Why Commodity WiFi Sensors Fail at Multi-Person Gait Identification: A Systematic Analysis Using ESP32 Multi-har: Human activity recognition in multi-person scenes based on mmwave sensing,

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-03T12:39:38.722047Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8a26c5d9-f381-4b7b-b5da-a4f2d38dc942 · outbound

This paper cites Lightweight and Standalone IoT Based WiFi Sensing for Active Repositioning and Mobility,.

Why Commodity WiFi Sensors Fail at Multi-Person Gait Identification: A Systematic Analysis Using ESP32 Lightweight and Standalone IoT Based WiFi Sensing for Active Repositioning and Mobility,

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-03T12:39:38.842367Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 33b03292-5ffc-4d1b-a57e-9a695d6b9202 · outbound

This paper cites Source enumeration utilizing adaptive diagonal loading and linear shrinkage coefficients,.

Why Commodity WiFi Sensors Fail at Multi-Person Gait Identification: A Systematic Analysis Using ESP32 Source enumeration utilizing adaptive diagonal loading and linear shrinkage coefficients,

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-03T12:39:38.920930Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 53f0ef3e-f745-4abe-9c0d-bbdc0a012be9 · outbound

This paper cites A packaged food internal raman signal separation method based on spatially offset raman spectroscopy combined with fastica,.

Why Commodity WiFi Sensors Fail at Multi-Person Gait Identification: A Systematic Analysis Using ESP32 A packaged food internal raman signal separation method based on spatially offset raman spectroscopy combined with fastica,

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-03T12:39:39.043244Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 46176a0d-00f4-4e36-adac-ca24849a3c05 · outbound

This paper cites Remove artifacts from a single-channel eeg based on vmd and sobi,.

Why Commodity WiFi Sensors Fail at Multi-Person Gait Identification: A Systematic Analysis Using ESP32 Remove artifacts from a single-channel eeg based on vmd and sobi,

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-03T12:39:39.093809Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9ecd0aa2-0ad4-4197-8687-529a69931067 · outbound

This paper cites Qualitative and quantitative recognition method of drug-producing chemicals based on sno2 gas sensor with dynamic measurement and pca weak separation,.

Why Commodity WiFi Sensors Fail at Multi-Person Gait Identification: A Systematic Analysis Using ESP32 Qualitative and quantitative recognition method of drug-producing chemicals based on sno2 gas sensor with dynamic measurement and pca weak separation,

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-03T12:39:39.215128Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ecae0ef5-5cde-473d-aff3-4ed11a57012f · outbound

This paper cites A New Non-Negative Matrix Factorization Approach for Blind Source Separation of Cardiovascular and Respiratory Sound Based on the Periodicity of Heart and Lung Function.

Why Commodity WiFi Sensors Fail at Multi-Person Gait Identification: A Systematic Analysis Using ESP32 A New Non-Negative Matrix Factorization Approach for Blind Source Separation of Cardiovascular and Respiratory Sound Based on the Periodicity of Heart and Lung Function

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-03T12:39:39.348210Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fb707702-a6f5-43d7-a73c-7f146bfafe67 · outbound

This paper cites Signal pro- cessing algorithm based on discrete wavelet transform,.

Why Commodity WiFi Sensors Fail at Multi-Person Gait Identification: A Systematic Analysis Using ESP32 Signal pro- cessing algorithm based on discrete wavelet transform,

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-03T12:39:39.420924Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5212708f-58d9-480b-b4a4-1b8426823d19 · outbound

This paper cites Randomized algorithms for computation of tucker decomposition and higher order svd (hosvd),.

Why Commodity WiFi Sensors Fail at Multi-Person Gait Identification: A Systematic Analysis Using ESP32 Randomized algorithms for computation of tucker decomposition and higher order svd (hosvd),

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-03T12:39:39.542872Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0974e61a-ba51-4235-8cc7-38e7bfc1d891 · outbound

This paper cites A multi-modal fusion method based on higher-order orthogonal iteration decomposition,.

Why Commodity WiFi Sensors Fail at Multi-Person Gait Identification: A Systematic Analysis Using ESP32 A multi-modal fusion method based on higher-order orthogonal iteration decomposition,

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-03T12:39:39.684262Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b6a13c73-e667-4f3a-a4ea-c629724921dd · outbound

This paper cites Svm-based gait analysis and classification for patients with parkinson’s disease,.

Why Commodity WiFi Sensors Fail at Multi-Person Gait Identification: A Systematic Analysis Using ESP32 Svm-based gait analysis and classification for patients with parkinson’s disease,

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-03T12:39:39.789312Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bdf7d9f8-d212-4552-a266-44609b9ccf9c · outbound

This paper cites Development of neuro- degenerative diseases’ gait classification algorithm using convolutional neural network and wavelet coherence spectrogram of gait synchroniza- tion,.

Why Commodity WiFi Sensors Fail at Multi-Person Gait Identification: A Systematic Analysis Using ESP32 Development of neuro- degenerative diseases’ gait classification algorithm using convolutional neural network and wavelet coherence spectrogram of gait synchroniza- tion,

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-03T12:39:39.924288Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.