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Paper Citation Record · LEDGER

A Tutorial-cum-Survey on Self-Supervised Learning for Wi-Fi Sensing: Trends, Challenges, and Outlook

As of 12 August 2026, this Paper Citation Record lists 100 of 141 outbound references and 1 inbound Pith citation observation for arXiv:2506.12052.

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

pith.paper-citation-record.v1
2506.12052 v1

Coverage vector

measured 100 of 141 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T12:50:15.400068Z

measured 101 of 101 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-12T06:34:41.77262+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-10T04:47:32.932155Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-07-10T04:56:45.948691Z

Reference resolution

100 of 141 outbound references displayed

  • verified exact5
  • verified fuzzy19
  • unresolved75
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 97f163dc-f132-411d-88b0-284c44f5a39f · outbound

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

A Tutorial-cum-Survey on Self-Supervised Learning for Wi-Fi Sensing: Trends, Challenges, and Outlook WiFi sensing on the edge: Signal processing techniques and challenges for real-world systems,

Reference 1

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Observation 46c9e867-4e01-4c04-833d-846a15db7f02 · outbound

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

A Tutorial-cum-Survey on Self-Supervised Learning for Wi-Fi Sensing: Trends, Challenges, and Outlook WiFi sensing with channel state information: A survey,

Reference 2

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source=pdf_text observed=2026-08-07T12:50:05.631693Z digest=sha256:f90d87dd248a6c29e4c2d8c108f73f1c196745fcfb87a42cf661e9b292c959ef

Observation 5f50cbe2-994a-44cd-8bf7-e58fb359ff7c · outbound

This paper cites Deep transfer learning for WiFi localization,.

A Tutorial-cum-Survey on Self-Supervised Learning for Wi-Fi Sensing: Trends, Challenges, and Outlook Deep transfer learning for WiFi localization,

Reference 3

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source=pdf_text observed=2026-08-07T12:50:05.760996Z digest=sha256:79cfb43169892efaccc81d0bf9ed02e1ae3f96a7544c38e4b7a5b1ca6028959e

Observation c5f4be54-ad5b-4cbd-9ceb-071f6694aa48 · outbound

This paper cites Device-free localization based on CSI fingerprints and deep neural networks,.

A Tutorial-cum-Survey on Self-Supervised Learning for Wi-Fi Sensing: Trends, Challenges, and Outlook Device-free localization based on CSI fingerprints and deep neural networks,

Reference 4

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source=pdf_text observed=2026-08-07T12:50:05.868219Z digest=sha256:9466480ecaeb40f021adb606ad4d7f57fbda90a91fbdef782e16c384f6ea8dbd

Observation 9ed0ea00-498d-467b-9570-57b98defd18a · outbound

This paper cites Adaptive device-free localization in dynamic environments through adaptive neural networks,.

A Tutorial-cum-Survey on Self-Supervised Learning for Wi-Fi Sensing: Trends, Challenges, and Outlook Adaptive device-free localization in dynamic environments through adaptive neural networks,

Reference 5

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source=pdf_text observed=2026-08-07T12:50:05.958814Z digest=sha256:3b9f43be34d9fef06a56f1bf34947058b5732ce4ebf3eac4e6b09314108524e5

Observation 6c111995-7562-41b1-9ba7-7aa0152484bc · outbound

This paper cites Indoor localization based on CSI in dynamic environments through domain adaptation,.

A Tutorial-cum-Survey on Self-Supervised Learning for Wi-Fi Sensing: Trends, Challenges, and Outlook Indoor localization based on CSI in dynamic environments through domain adaptation,

Reference 6

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source=pdf_text observed=2026-08-07T12:50:06.052703Z digest=sha256:84838aec1789f1da593217ced4cf9a9b796930174cacaaead19f2d428210e4e9

Observation f05f990c-d389-4dbb-84a3-f27c42e9ebf2 · outbound

This paper cites A low-overhead indoor positioning system using CSI fingerprint based on transfer learning,.

A Tutorial-cum-Survey on Self-Supervised Learning for Wi-Fi Sensing: Trends, Challenges, and Outlook A low-overhead indoor positioning system using CSI fingerprint based on transfer learning,

Reference 7

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source=pdf_text observed=2026-08-07T12:50:06.148587Z digest=sha256:ed692930f8b94d0f80ab312fab7a56befac99d9c9bbb3076b2dbb21c44c4fb36

Observation 3e6d9866-3e80-4c31-8a51-99c13b2e3492 · outbound

This paper cites Environment-Robust WiFi-Based Human Activity Recognition Using Enhanced CSI and Deep Learning,.

A Tutorial-cum-Survey on Self-Supervised Learning for Wi-Fi Sensing: Trends, Challenges, and Outlook Environment-Robust WiFi-Based Human Activity Recognition Using Enhanced CSI and Deep Learning,

Reference 8

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source=pdf_text observed=2026-08-07T12:50:06.235099Z digest=sha256:2f34e62dd5cc4222ea3c8870ff048566fb1eae1ff20c7b7e9389905ab0ac396b

Observation 4b5d38f8-faa0-49a2-b482-6db740c24646 · outbound

This paper cites WiFinger: Leveraging commodity WiFi for fine-grained finger gesture recognition,.

A Tutorial-cum-Survey on Self-Supervised Learning for Wi-Fi Sensing: Trends, Challenges, and Outlook WiFinger: Leveraging commodity WiFi for fine-grained finger gesture recognition,

Reference 9

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source=pdf_text observed=2026-08-07T12:50:06.317959Z digest=sha256:bb61935e6064da0c20beadc8497b9e44bb6049db7dc93ae194aa8fb705573acc

Observation 599e2f51-8ae1-4293-aaa2-036196cb03ed · outbound

This paper cites Device-free secure interaction with hand gestures in WiFi-enabled IoT environment,.

A Tutorial-cum-Survey on Self-Supervised Learning for Wi-Fi Sensing: Trends, Challenges, and Outlook Device-free secure interaction with hand gestures in WiFi-enabled IoT environment,

Reference 10

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source=pdf_text observed=2026-08-07T12:50:06.394949Z digest=sha256:25f08d82bcd3a7bf06488ec2704e39e2657c6fcd61692ccddef39bd74970806a

Observation e4e00ca0-ecab-4849-9ce4-fb272b8be6ed · outbound

This paper cites Wibot! in-vehicle behaviour and gesture recognition using wireless network edge,.

A Tutorial-cum-Survey on Self-Supervised Learning for Wi-Fi Sensing: Trends, Challenges, and Outlook Wibot! in-vehicle behaviour and gesture recognition using wireless network edge,

Reference 11

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source=pdf_text observed=2026-08-07T12:50:06.491349Z digest=sha256:11851fc39d65ba5f02696f126871f1b034d97b09da28925a39dfd64a02f136db

Observation c4ef00b1-c13f-47f8-8851-04be47779195 · outbound

This paper cites SignFi: Sign language recognition using WiFi,.

A Tutorial-cum-Survey on Self-Supervised Learning for Wi-Fi Sensing: Trends, Challenges, and Outlook SignFi: Sign language recognition using WiFi,

Reference 12

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source=pdf_text observed=2026-08-07T12:50:06.596817Z digest=sha256:3869443dd45c4c20e93112bfed8a8bcdd449d5c9c51ae7590802fceafec01653

Observation b94eb855-1a9d-4879-b7aa-c9debac24a60 · outbound

This paper cites A trained-once crowd counting method using differential WiFi channel state information,.

A Tutorial-cum-Survey on Self-Supervised Learning for Wi-Fi Sensing: Trends, Challenges, and Outlook A trained-once crowd counting method using differential WiFi channel state information,

Reference 13

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source=pdf_text observed=2026-08-07T12:50:06.768201Z digest=sha256:5561209b16f5dded9a65e7ce97814a11e94fef4950309bd27c6241b37313409a

Observation 48e9cba8-b421-4407-8029-f56578b03372 · outbound

This paper cites FarSense: Pushing the range limit of WiFi-based respiration sensing with CSI ratio of two antennas,.

A Tutorial-cum-Survey on Self-Supervised Learning for Wi-Fi Sensing: Trends, Challenges, and Outlook FarSense: Pushing the range limit of WiFi-based respiration sensing with CSI ratio of two antennas,

Reference 14

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source=pdf_text observed=2026-08-07T12:50:06.861291Z digest=sha256:08e12339b76b3f558fe9a24e5fefa58c700eedc79a2e06a0bd43b0011f17b215

Observation 25345d77-a6c5-44e2-ad65-87306ee68751 · outbound

This paper cites ResFi: WiFi-enabled device-free respiration detection based on deep learning,.

A Tutorial-cum-Survey on Self-Supervised Learning for Wi-Fi Sensing: Trends, Challenges, and Outlook ResFi: WiFi-enabled device-free respiration detection based on deep learning,

Reference 15

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source=pdf_text observed=2026-08-07T12:50:06.966653Z digest=sha256:20ed7a72cef6b7c86a4fde15dde3f6824ff39ffa24d66541420d1f9460f6d2ab

Observation b725e0c8-f315-462b-ae04-58b4fbe3f9df · outbound

This paper cites Tracking vital signs during sleep leveraging off-the-shelf WiFi,.

A Tutorial-cum-Survey on Self-Supervised Learning for Wi-Fi Sensing: Trends, Challenges, and Outlook Tracking vital signs during sleep leveraging off-the-shelf WiFi,

Reference 16

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source=pdf_text observed=2026-08-07T12:50:07.033545Z digest=sha256:5eb30d553c49c3ca539d3d40a7f8462cc5b9db81bb8d2bf7621c8d9e981b6b11

Observation 59c1796e-3e42-4c90-a916-16d8c3dd17dc · outbound

This paper cites PhaseBeat: Exploiting CSI phase data for vital sign monitoring with commodity WiFi devices,.

A Tutorial-cum-Survey on Self-Supervised Learning for Wi-Fi Sensing: Trends, Challenges, and Outlook PhaseBeat: Exploiting CSI phase data for vital sign monitoring with commodity WiFi devices,

Reference 17

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source=pdf_text observed=2026-08-07T12:50:07.109715Z digest=sha256:cc2ebc83983838c5160320eb581bc0b25357dedeca8fdccd21aa461faf80c4ce

Observation 576821d7-732e-4883-8d19-314aebd55917 · outbound

This paper cites Heart rate variability extraction using commodity Wi-Fi devices via time domain signal processing,.

A Tutorial-cum-Survey on Self-Supervised Learning for Wi-Fi Sensing: Trends, Challenges, and Outlook Heart rate variability extraction using commodity Wi-Fi devices via time domain signal processing,

Reference 18

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source=pdf_text observed=2026-08-07T12:50:07.180504Z digest=sha256:f16259941bbb88cabeaeb523c84e315364993724f57eeecfe0b64fa8a5265caa

Observation 3b09311c-4bc9-4d50-9ce9-78a3045ab66b · outbound

This paper cites SenseFi: A Library and Benchmark on Deep-Learning-Empowered WiFi Human Sensing.

A Tutorial-cum-Survey on Self-Supervised Learning for Wi-Fi Sensing: Trends, Challenges, and Outlook SenseFi: A Library and Benchmark on Deep-Learning-Empowered WiFi Human Sensing

Reference 19

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source=pdf_text observed=2026-08-07T12:50:07.277143Z digest=sha256:f3cd597479eaba2b3ef15be8e4f60c622232ed9f15689c46e3eb7c4422df1018

Observation c779ad55-5d6b-456e-8835-6515bb4ef2f1 · outbound

This paper cites Contactless WiFi sensing and monitoring for future healthcare - emerging trends, challenges, and opportunities,.

A Tutorial-cum-Survey on Self-Supervised Learning for Wi-Fi Sensing: Trends, Challenges, and Outlook Contactless WiFi sensing and monitoring for future healthcare - emerging trends, challenges, and opportunities,

Reference 20

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source=pdf_text observed=2026-08-07T12:50:07.357561Z digest=sha256:f7e0b8208add65f7bb8f0187ffc73ba79831d6396cd9d8fd7b1cfabc9abd9fce

Observation 8822aae3-8916-4230-a147-2484611f16c1 · outbound

This paper cites Lightseg: An online and low-latency activity segmentation method for Wi-Fi sensing,.

A Tutorial-cum-Survey on Self-Supervised Learning for Wi-Fi Sensing: Trends, Challenges, and Outlook Lightseg: An online and low-latency activity segmentation method for Wi-Fi sensing,

Reference 21

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source=pdf_text observed=2026-08-07T12:50:07.458579Z digest=sha256:e603e07c8367f056d59d614a4aa88878e78534b52aef53d76eb096d1f1f6ccbe

Observation 587eee06-8b84-483d-920b-2565e70e42a0 · outbound

This paper cites Sensorless sensing with WiFi,.

A Tutorial-cum-Survey on Self-Supervised Learning for Wi-Fi Sensing: Trends, Challenges, and Outlook Sensorless sensing with WiFi,

Reference 22

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source=pdf_text observed=2026-08-07T12:50:07.564714Z digest=sha256:3e33bcfa6b682ee919222a6b4b039d2470f526db3aa53a9f8f00e21cf605842d

Observation 9730d3dd-bbc2-4e16-9701-759a35a10a9d · outbound

This paper cites CSI- based human sensing using model-based approaches: a survey,.

A Tutorial-cum-Survey on Self-Supervised Learning for Wi-Fi Sensing: Trends, Challenges, and Outlook CSI- based human sensing using model-based approaches: a survey,

Reference 23

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source=pdf_text observed=2026-08-07T12:50:07.664166Z digest=sha256:5e4e83ee7c8ba83ce05cabcd73982622fa27f46f6cfea1a8b44df3f32cfd39ba

Observation b51a491d-dfe2-4934-b411-29a4bc4ef445 · outbound

This paper cites A survey on machine learning en- hanced integrated sensing and communication systems: Architectures, algorithms, and applications,.

A Tutorial-cum-Survey on Self-Supervised Learning for Wi-Fi Sensing: Trends, Challenges, and Outlook A survey on machine learning en- hanced integrated sensing and communication systems: Architectures, algorithms, and applications,

Reference 24

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source=pdf_text observed=2026-08-07T12:50:07.840719Z digest=sha256:5ad77627729038bca3a6d63a96fcf3559a64ee057f890d67806b16a40284a006

Observation 30899220-8cc1-4a1c-a5dc-cd804fcb45a9 · outbound

This paper cites WiFi vision: Sensing, recognition, and detection with commodity MIMO-OFDM WiFi,.

A Tutorial-cum-Survey on Self-Supervised Learning for Wi-Fi Sensing: Trends, Challenges, and Outlook WiFi vision: Sensing, recognition, and detection with commodity MIMO-OFDM WiFi,

Reference 25

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source=pdf_text observed=2026-08-07T12:50:07.986169Z digest=sha256:58338c0b209fc33e76afb5b6953bef5e9e1c620d1ea95bc4bb1a91d9a49a1d5d

Observation a3e3fd69-528d-4a6c-b770-ff39e2da614e · outbound

This paper cites WiFi-based human sensing with deep learning: Recent advances, challenges, and opportunities,.

A Tutorial-cum-Survey on Self-Supervised Learning for Wi-Fi Sensing: Trends, Challenges, and Outlook WiFi-based human sensing with deep learning: Recent advances, challenges, and opportunities,

Reference 26

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source=pdf_text observed=2026-08-07T12:50:08.053869Z digest=sha256:ccc0a6125b8e8b5a330cb3c33e67253e4afca40a2a66bafa00fb37209ab489f0

Observation acbae369-d406-4cd8-a300-0d425bdcdfc6 · outbound

This paper cites Self-supervised learning for WiFi CSI-based human activity recognition: A systematic study,.

A Tutorial-cum-Survey on Self-Supervised Learning for Wi-Fi Sensing: Trends, Challenges, and Outlook Self-supervised learning for WiFi CSI-based human activity recognition: A systematic study,

Reference 27

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source=pdf_text observed=2026-08-07T12:50:08.186946Z digest=sha256:e6dbc749b8754d4a8d40343c1aae64f08b66f9d8612b0b5b0d33b04171c11516

Observation 5dcc2c0a-d480-44fd-9bcc-37e9edee3628 · outbound

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

A Tutorial-cum-Survey on Self-Supervised Learning for Wi-Fi Sensing: Trends, Challenges, and Outlook Widar3.0: Zero-effort cross-domain gesture recognition with Wi-Fi,

Reference 28

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source=pdf_text observed=2026-08-07T12:50:08.340108Z digest=sha256:59102a8dbc0bffd14f435423123542354583d93d376e989fb3a40a3b5289dba0

Observation 5265e33f-e9d5-4c60-b001-bc1bd005947b · outbound

This paper cites Evaluating self-supervised learning for WiFi CSI-based human activity recognition,.

A Tutorial-cum-Survey on Self-Supervised Learning for Wi-Fi Sensing: Trends, Challenges, and Outlook Evaluating self-supervised learning for WiFi CSI-based human activity recognition,

Reference 29

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source=pdf_text observed=2026-08-07T12:50:08.478101Z digest=sha256:2e98a8712abc88e0e1fedbd067125a01cd7996a19c0d4d15be9eb37a6d321f89

Observation 4704a0de-419f-4639-87f7-82ae4bf08a29 · outbound

This paper cites WiFi-based cross-domain gesture recognition via modified prototypical networks,.

A Tutorial-cum-Survey on Self-Supervised Learning for Wi-Fi Sensing: Trends, Challenges, and Outlook WiFi-based cross-domain gesture recognition via modified prototypical networks,

Reference 30

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source=pdf_text observed=2026-08-07T12:50:08.569720Z digest=sha256:03f68d022924ece467ce0771b4cccbe9bd419b0f9faa6df61eadab181606b803

Observation 96291264-78a1-4297-92c1-38f3321c3e8e · outbound

This paper cites Opportunities and challenges of wireless human sensing for the smart iot world: A survey,.

A Tutorial-cum-Survey on Self-Supervised Learning for Wi-Fi Sensing: Trends, Challenges, and Outlook Opportunities and challenges of wireless human sensing for the smart iot world: A survey,

Reference 31

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source=pdf_text observed=2026-08-07T12:50:08.649731Z digest=sha256:17185065345e07106ea9606780011c2da17d56bc17e7a522ffd609c142f99066

Observation aa2beddb-56ec-4f8e-aea2-6559f20dde04 · outbound

This paper cites SenseFi: A library and benchmark on deep-learning-empowered WiFi human sensing,.

A Tutorial-cum-Survey on Self-Supervised Learning for Wi-Fi Sensing: Trends, Challenges, and Outlook SenseFi: A library and benchmark on deep-learning-empowered WiFi human sensing,

Reference 32

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source=pdf_text observed=2026-08-07T12:50:08.769020Z digest=sha256:885f442697ea2c19b8c1dec956bfc40a96590dc6647c9574e3c0349ad78d53ec

Observation eaf7a6a8-811a-4de3-bb9f-04f0d5a8b18c · outbound

This paper cites Cross-Domain WiFi sensing with channel state information: A survey,.

A Tutorial-cum-Survey on Self-Supervised Learning for Wi-Fi Sensing: Trends, Challenges, and Outlook Cross-Domain WiFi sensing with channel state information: A survey,

Reference 33

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source=pdf_text observed=2026-08-07T12:50:08.867555Z digest=sha256:3112b0ea2580330dd4b5489cd0bff2826d5a3564e985fab3a2a47c9a8f39b3a1

Observation c9534598-b1a7-4783-99c7-29d9a8f8e707 · outbound

This paper cites On IEEE 802.11: Wireless LAN Technology.

A Tutorial-cum-Survey on Self-Supervised Learning for Wi-Fi Sensing: Trends, Challenges, and Outlook On IEEE 802.11: Wireless LAN Technology

Reference 34

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source=pdf_text observed=2026-08-07T12:50:08.941988Z digest=sha256:b9b10acdb59ae47c1cc2b984307b5943841ab770a0d47c69b1e538d1b994d730

Observation 126cfe2b-95b5-43c3-a3ea-c92d40e7f41d · outbound

This paper cites An overview on IEEE 802.11 bf: Wlan sensing,.

A Tutorial-cum-Survey on Self-Supervised Learning for Wi-Fi Sensing: Trends, Challenges, and Outlook An overview on IEEE 802.11 bf: Wlan sensing,

Reference 35

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source=pdf_text observed=2026-08-07T12:50:09.019536Z digest=sha256:cb0e9a88dfb5d29dbefb1e826c7366a69fe749c96024b6cf5dadeee3430384f9

Observation e3039d2c-d260-407e-8a8c-76fad3bb5618 · outbound

This paper cites The evolution of Wi-Fi technology and standards,.

A Tutorial-cum-Survey on Self-Supervised Learning for Wi-Fi Sensing: Trends, Challenges, and Outlook The evolution of Wi-Fi technology and standards,

Reference 36

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source=pdf_text observed=2026-08-07T12:50:09.110370Z digest=sha256:4e35a48136bee7ef4f33a91aaceb1f8caeef6daae9913a31e71a4dbc30af4081

Observation 20974b7f-8224-4912-b3da-b924b8787a85 · outbound

This paper cites What will Wi-Fi 8 be? a primer on IEEE 802.11 bn ultra high reliability,.

A Tutorial-cum-Survey on Self-Supervised Learning for Wi-Fi Sensing: Trends, Challenges, and Outlook What will Wi-Fi 8 be? a primer on IEEE 802.11 bn ultra high reliability,

Reference 37

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source=pdf_text observed=2026-08-07T12:50:09.176115Z digest=sha256:1a3d6d899ea167b8568e7b603be899b255106991b9df7d16eee0ec2f7e99e827

Observation db7e76a5-9209-46bb-a7cb-633359a119b1 · outbound

This paper cites IEEE 802.11 bf WLAN sensing procedure: Enabling the widespread adoption of Wi-Fi sensing,.

A Tutorial-cum-Survey on Self-Supervised Learning for Wi-Fi Sensing: Trends, Challenges, and Outlook IEEE 802.11 bf WLAN sensing procedure: Enabling the widespread adoption of Wi-Fi sensing,

Reference 38

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source=pdf_text observed=2026-08-07T12:50:09.291782Z digest=sha256:689274dfd41648b6aa13e371ee54fe141776f18d51790c7954fadf7b7f75afef

Observation b99514af-4597-4dc0-aaf6-bde5538ee49f · outbound

This paper cites When Next-Gen Sensing Meets Legacy Wi-Fi: Performance Analyses of IEEE 802.11bf and IEEE 802.11ax Coexistence.

A Tutorial-cum-Survey on Self-Supervised Learning for Wi-Fi Sensing: Trends, Challenges, and Outlook When Next-Gen Sensing Meets Legacy Wi-Fi: Performance Analyses of IEEE 802.11bf and IEEE 802.11ax Coexistence

Reference 39

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No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T12:50:09.393734Z digest=sha256:22c488d138db6a796b155ae17c8045ca28e7c1ab137c9490a239c183cd673232

Observation 72e1b5a9-f810-4b26-ba04-fc7bf6da206c · outbound

This paper cites Wi-Fi 8: Embracing the millimeter-wave era,.

A Tutorial-cum-Survey on Self-Supervised Learning for Wi-Fi Sensing: Trends, Challenges, and Outlook Wi-Fi 8: Embracing the millimeter-wave era,

Reference 40

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source=pdf_text observed=2026-08-07T12:50:09.476682Z digest=sha256:045e726cd7a6e67999a04d176be89be1c4236a5c880db7a4df3a4a9deac89199

Observation 33591a90-fd87-494d-a557-69f0e660c25c · outbound

This paper cites A survey of the real-time metaverse: Challenges and opportu- nities,.

A Tutorial-cum-Survey on Self-Supervised Learning for Wi-Fi Sensing: Trends, Challenges, and Outlook A survey of the real-time metaverse: Challenges and opportu- nities,

Reference 41

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source=pdf_text observed=2026-08-07T12:50:09.569830Z digest=sha256:438cfd28b98c40f04c1625892bd02a1559b7e272fb11f404d9ca7e809c2cf61d

Observation ae3ca61d-2531-4b67-8a2f-2e6def5ec082 · outbound

This paper cites Hand movement velocity estimation from WiFi channel state information,.

A Tutorial-cum-Survey on Self-Supervised Learning for Wi-Fi Sensing: Trends, Challenges, and Outlook Hand movement velocity estimation from WiFi channel state information,

Reference 42

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source=pdf_text observed=2026-08-07T12:50:09.668122Z digest=sha256:c86430b46730897303a955338650e3038f24d3a02a70d0aaf84eb877cbb70b68

Observation b9f442b5-9af7-4629-8597-ec4880c9b1a1 · outbound

This paper cites Tool release: Gather- ing 802.11 n traces with channel state information,.

A Tutorial-cum-Survey on Self-Supervised Learning for Wi-Fi Sensing: Trends, Challenges, and Outlook Tool release: Gather- ing 802.11 n traces with channel state information,

Reference 43

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source=pdf_text observed=2026-08-07T12:50:09.767218Z digest=sha256:ca51a5c18890cd96c53a4315ed3832b74a02ee5dd450f71b59e62596eb47e532

Observation 11e27bcc-4c74-4966-a4c5-bcd7ce66ee72 · outbound

This paper cites Precise power delay profiling with commodity WiFi,.

A Tutorial-cum-Survey on Self-Supervised Learning for Wi-Fi Sensing: Trends, Challenges, and Outlook Precise power delay profiling with commodity WiFi,

Reference 44

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source=pdf_text observed=2026-08-07T12:50:09.858545Z digest=sha256:cdb48ffdfaa6bd3d0c2009a352d881eb0b54d4eb6599a5691e941a557c68d436

Observation 43b4563b-0b99-4a96-8c8b-0ddefe695d27 · outbound

This paper cites Precise power delay profiling with commodity WiFi,.

A Tutorial-cum-Survey on Self-Supervised Learning for Wi-Fi Sensing: Trends, Challenges, and Outlook Precise power delay profiling with commodity WiFi,

Reference 45

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source=pdf_text observed=2026-08-07T12:50:09.960315Z digest=sha256:cfc5fd390b99507f3e36015d2ddf2cc297826689464eafb8704bc019260b2233

Observation 8d984e40-32cc-461d-921f-6cdaf3612321 · outbound

This paper cites Human activity recognition using CSI information with nexmon,.

A Tutorial-cum-Survey on Self-Supervised Learning for Wi-Fi Sensing: Trends, Challenges, and Outlook Human activity recognition using CSI information with nexmon,

Reference 46

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source=pdf_text observed=2026-08-07T12:50:10.059117Z digest=sha256:c72f0ffa42b457d37a4bed776bf0f36298d3dfd8871bf5dc1b74b1a28dbe7532

Observation 1be757c5-472b-4698-8298-f7ad611d2bd0 · outbound

This paper cites Passive WiFi CSI sensing based machine learning framework for COVID- safe occupancy monitoring,.

A Tutorial-cum-Survey on Self-Supervised Learning for Wi-Fi Sensing: Trends, Challenges, and Outlook Passive WiFi CSI sensing based machine learning framework for COVID- safe occupancy monitoring,

Reference 47

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source=pdf_text observed=2026-08-07T12:50:10.133507Z digest=sha256:4bd96bfd324b65fd072eec5ed651d94586e0a8cd0ebae604615866e8d1ca8940

Observation ec55b6e8-f71f-41d9-8f5a-46cdea3bc0f7 · outbound

This paper cites Lightweight and standalone IoT based WiFi sensing for active repositioning and mobility,.

A Tutorial-cum-Survey on Self-Supervised Learning for Wi-Fi Sensing: Trends, Challenges, and Outlook Lightweight and standalone IoT based WiFi sensing for active repositioning and mobility,

Reference 48

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source=pdf_text observed=2026-08-07T12:50:10.261066Z digest=sha256:b7d1356bf5b0e557d607a40dc3914622d75275ad7f7b6cbad286c059339d6b6d

Observation caa53781-0a9c-4655-b5ed-603535a371a5 · outbound

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

A Tutorial-cum-Survey on Self-Supervised Learning for Wi-Fi Sensing: Trends, Challenges, and Outlook A survey on behavior recognition using WiFi channel state information,

Reference 49

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source=pdf_text observed=2026-08-07T12:50:10.432286Z digest=sha256:e49568cd6882d5a6f3a126e8fa6928828b696c57ccbcf5bd3f21591a26a2fdc8

Observation 3922f00d-bb47-4291-aaf4-e5e376517c2d · outbound

This paper cites Wiar: A public dataset for WiFi-based activity recognition,.

A Tutorial-cum-Survey on Self-Supervised Learning for Wi-Fi Sensing: Trends, Challenges, and Outlook Wiar: A public dataset for WiFi-based activity recognition,

Reference 50

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source=pdf_text observed=2026-08-07T12:50:10.523313Z digest=sha256:6ca47b05e1224e026932b7fa76691c47042e618557f3c4ad6aadaee756219c9c

Observation 65b6a95a-323a-4102-a9fc-f4cfbcd3ff7f · outbound

This paper cites WiCount: A deep learning approach for crowd counting using WiFi signals,.

A Tutorial-cum-Survey on Self-Supervised Learning for Wi-Fi Sensing: Trends, Challenges, and Outlook WiCount: A deep learning approach for crowd counting using WiFi signals,

Reference 51

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source=pdf_text observed=2026-08-07T12:50:10.657548Z digest=sha256:ed4e140dbf65de6c1d9a26ede5c00c406b30626a79da194b26514084bfdab1b7

Observation 209917e0-21aa-4ea2-942f-b1805efc2f7b · outbound

This paper cites WiMANS: A benchmark dataset for WiFi-based multi-user activity sensing,.

A Tutorial-cum-Survey on Self-Supervised Learning for Wi-Fi Sensing: Trends, Challenges, and Outlook WiMANS: A benchmark dataset for WiFi-based multi-user activity sensing,

Reference 52

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source=pdf_text observed=2026-08-07T12:50:10.730779Z digest=sha256:54362e2be004dce98b58691f70631fafb90fc7945832a91e2c2a85421e5ff56c

Observation 6af36ec7-6245-4f53-9104-ad2df38c2654 · outbound

This paper cites Falldefi: Ubiquitous fall detection using commodity Wi-Fi devices,.

A Tutorial-cum-Survey on Self-Supervised Learning for Wi-Fi Sensing: Trends, Challenges, and Outlook Falldefi: Ubiquitous fall detection using commodity Wi-Fi devices,

Reference 53

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source=pdf_text observed=2026-08-07T12:50:10.808300Z digest=sha256:c4a678563a84f2b9dfc55610d042dd6e728dcdf8f490d6b9dedc6a8306f3ea21

Observation fa683085-cad8-4e02-8272-7873739226ff · outbound

This paper cites Wi-sl: Contactless fine-grained gesture recognition uses channel state information,.

A Tutorial-cum-Survey on Self-Supervised Learning for Wi-Fi Sensing: Trends, Challenges, and Outlook Wi-sl: Contactless fine-grained gesture recognition uses channel state information,

Reference 54

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source=pdf_text observed=2026-08-07T12:50:10.942700Z digest=sha256:b9db3df87f7225bc1f3b7de883cbd960288a43c3171d8468ee3d13047155e99d

Observation c96e3951-a4af-4eb9-87f0-658b4bb3b439 · outbound

This paper cites CrossSense: Towards cross-site and large-scale WiFi sensing,.

A Tutorial-cum-Survey on Self-Supervised Learning for Wi-Fi Sensing: Trends, Challenges, and Outlook CrossSense: Towards cross-site and large-scale WiFi sensing,

Reference 55

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source=pdf_text observed=2026-08-07T12:50:11.022313Z digest=sha256:e1443c9cd55ed230c4e3885bedb27143fd679ddf879a486ac73e0033898cf307

Observation c38cfa65-21c5-450b-ad34-9cd768073652 · outbound

This paper cites DeepSeg: Deep-learning- based activity segmentation framework for activity recognition using WiFi,.

A Tutorial-cum-Survey on Self-Supervised Learning for Wi-Fi Sensing: Trends, Challenges, and Outlook DeepSeg: Deep-learning- based activity segmentation framework for activity recognition using WiFi,

Reference 56

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source=pdf_text observed=2026-08-07T12:50:11.123529Z digest=sha256:920fa9e271c8e1d2b9d4c8c4434408a11e0191e60500d0d3127fd52cf4cfcfc6

Observation 79a824ae-dc54-4dc5-9790-71fe5c23fd2c · outbound

This paper cites ehealth CSI: A Wi-Fi CSI dataset of human activities,.

A Tutorial-cum-Survey on Self-Supervised Learning for Wi-Fi Sensing: Trends, Challenges, and Outlook ehealth CSI: A Wi-Fi CSI dataset of human activities,

Reference 57

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source=pdf_text observed=2026-08-07T12:50:11.227031Z digest=sha256:6ae593bd780b64b17586f5a05305f34c59be391e76e4ad3ef94edfebf16e2d60

Observation 151d4536-ba46-4a15-98a8-6dcc479af83f · outbound

This paper cites A CSI dataset for Wireless human sensing on 80 mhz Wi-Fi channels,.

A Tutorial-cum-Survey on Self-Supervised Learning for Wi-Fi Sensing: Trends, Challenges, and Outlook A CSI dataset for Wireless human sensing on 80 mhz Wi-Fi channels,

Reference 58

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source=pdf_text observed=2026-08-07T12:50:11.338456Z digest=sha256:5e9423dcf86d6b4dec4dd74d254f20108d53b86aa805481360d7282ddfd85bfa

Observation 005565e9-9ed5-4135-b02e-3a6f0d5832ec · outbound

This paper cites Human activity recognition based on Wi-Fi CSI data -a deep neural network approach,.

A Tutorial-cum-Survey on Self-Supervised Learning for Wi-Fi Sensing: Trends, Challenges, and Outlook Human activity recognition based on Wi-Fi CSI data -a deep neural network approach,

Reference 59

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source=pdf_text observed=2026-08-07T12:50:11.441345Z digest=sha256:b3fd1e5e5b172923f9ae55f1ea37aeac78e48ab814ea826393d7c9aec87b7ab6

Observation baf51b40-3401-4945-9baf-c9ee33f02731 · outbound

This paper cites Human activity recognition using CSI information with nexmon,.

A Tutorial-cum-Survey on Self-Supervised Learning for Wi-Fi Sensing: Trends, Challenges, and Outlook Human activity recognition using CSI information with nexmon,

Reference 60

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source=pdf_text observed=2026-08-07T12:50:11.553459Z digest=sha256:5d20ff62b81a703787198d135dfe92b297a83db573c067486e7dae252b7cc171

Observation d77f5512-2e77-47f4-85d7-206888145416 · outbound

This paper cites Robust WiFi- enabled device-free gesture recognition via unsupervised adversarial domain adaptation,.

A Tutorial-cum-Survey on Self-Supervised Learning for Wi-Fi Sensing: Trends, Challenges, and Outlook Robust WiFi- enabled device-free gesture recognition via unsupervised adversarial domain adaptation,

Reference 61

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source=pdf_text observed=2026-08-07T12:50:11.660891Z digest=sha256:1a51fe429bb0f48f092af2032324cc4e0334da8f2822034f53f94ff30d7f9ad9

Observation c5726d9d-9215-4dde-a05c-f95e645fdf8f · outbound

This paper cites Zigfi: Harness- ing channel state information for cross-technology communication,.

A Tutorial-cum-Survey on Self-Supervised Learning for Wi-Fi Sensing: Trends, Challenges, and Outlook Zigfi: Harness- ing channel state information for cross-technology communication,

Reference 62

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source=pdf_text observed=2026-08-07T12:50:11.807998Z digest=sha256:1a54cbe7c93783d6f5495f427ac31a63b147c874a48923c9ae2d11d0e822a882

Observation 1e623451-02c7-4b36-b60d-83d09fc4d12e · outbound

This paper cites EyeFi: Fast human identification through vision and WiFi-based trajectory matching,.

A Tutorial-cum-Survey on Self-Supervised Learning for Wi-Fi Sensing: Trends, Challenges, and Outlook EyeFi: Fast human identification through vision and WiFi-based trajectory matching,

Reference 63

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source=pdf_text observed=2026-08-07T12:50:11.900403Z digest=sha256:47f024326539269be49002d14cd7d473db48504c41b11e8fac36a32b3919128d

Observation f82961a8-b413-4894-95e9-f06c6f79ec65 · outbound

This paper cites Widar 3.0: WiFi-based activity recognition dataset,.

A Tutorial-cum-Survey on Self-Supervised Learning for Wi-Fi Sensing: Trends, Challenges, and Outlook Widar 3.0: WiFi-based activity recognition dataset,

Reference 64

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doi, observed 2026-08-07T12:50:19.010101Z

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source=pdf_text observed=2026-08-07T12:50:12.016799Z digest=sha256:c4c5158620a4e97fd1bd7bb1d34cc62aa74ff2c4363c068c1e2f15ee91dd58ec

Observation d7ae6c96-9088-478a-aa36-df5cf64b7aa5 · outbound

This paper cites Data prepro- cessing for supervised leaning,.

A Tutorial-cum-Survey on Self-Supervised Learning for Wi-Fi Sensing: Trends, Challenges, and Outlook Data prepro- cessing for supervised leaning,

Reference 65

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source=pdf_text observed=2026-08-07T12:50:12.100272Z digest=sha256:153201f4d480fb705218dd8d6f1eac55d578a10c63f9bff9e6cdee169d6c2876

Observation dfdcc2af-5755-41ba-ad06-6694f0963e20 · outbound

This paper cites Enhancing generalization in human activity recognition through improved Wi-Fi channel state information phase processing and antenna pair selection,.

A Tutorial-cum-Survey on Self-Supervised Learning for Wi-Fi Sensing: Trends, Challenges, and Outlook Enhancing generalization in human activity recognition through improved Wi-Fi channel state information phase processing and antenna pair selection,

Reference 66

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source=pdf_text observed=2026-08-07T12:50:12.207346Z digest=sha256:41efadc4d0a2eeaf6a84ac40261599fb613b4231cd0d9ef47c428fecc1605597

Observation 272ae962-f73c-4119-b86f-c59ef9a74674 · outbound

This paper cites Common phase error correction for OFDM in wireless communication,.

A Tutorial-cum-Survey on Self-Supervised Learning for Wi-Fi Sensing: Trends, Challenges, and Outlook Common phase error correction for OFDM in wireless communication,

Reference 67

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source=pdf_text observed=2026-08-07T12:50:12.276507Z digest=sha256:02393ff3cfec4cc3b4654e69b7e374524a571674e061fcdb8fb233744ccdecb4

Observation 8fead5e4-ae6e-4a1c-975e-459b901be90f · outbound

This paper cites A phase-measurement offset compensation technique suitable for automation,.

A Tutorial-cum-Survey on Self-Supervised Learning for Wi-Fi Sensing: Trends, Challenges, and Outlook A phase-measurement offset compensation technique suitable for automation,

Reference 68

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source=pdf_text observed=2026-08-07T12:50:12.360784Z digest=sha256:5202d43a222147c9bd5af15f22f54f97e867908bcc8a84b8a4135a3aee94fa29

Observation 5ae1d842-1f1a-4e8b-ae70-dd5c181bc9b0 · outbound

This paper cites WiFi CSI-based device-free sensing: from fresnel zone model to CSI-ratio model,.

A Tutorial-cum-Survey on Self-Supervised Learning for Wi-Fi Sensing: Trends, Challenges, and Outlook WiFi CSI-based device-free sensing: from fresnel zone model to CSI-ratio model,

Reference 69

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source=pdf_text observed=2026-08-07T12:50:12.477984Z digest=sha256:c3392b376dc3a8ee8655235360f176a3a2320dbcd2bcea6f575101d21332d035

Observation b5f0ae06-0350-4b41-a34f-c7e8052045b2 · outbound

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

A Tutorial-cum-Survey on Self-Supervised Learning for Wi-Fi Sensing: Trends, Challenges, and Outlook Understanding and modeling of WiFi signal based human activity recognition,

Reference 70

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:50:12.608172Z digest=sha256:032b0728ec007d320e28e98c0910db26887c71792cf7306ae5d8f965e1b953e5

Observation 0c09cea0-8811-4b89-8862-dadd2c9f6338 · outbound

This paper cites Multiple emitter location and signal parameter estima- tion,.

A Tutorial-cum-Survey on Self-Supervised Learning for Wi-Fi Sensing: Trends, Challenges, and Outlook Multiple emitter location and signal parameter estima- tion,

Reference 71

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source=pdf_text observed=2026-08-07T12:50:12.756616Z digest=sha256:2ec1aecc3ddf2d81e8ca16e9d3cf1676593bba634ddb24632a63eed817fa0852

Observation c44b284e-d6f7-4a6a-ac4f-b877a837ab9e · outbound

This paper cites Minirocket: A very fast (almost) deterministic transform for time series classification,.

A Tutorial-cum-Survey on Self-Supervised Learning for Wi-Fi Sensing: Trends, Challenges, and Outlook Minirocket: A very fast (almost) deterministic transform for time series classification,

Reference 72

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:50:12.887159Z digest=sha256:80fd885acc54adad127b903c40226c61fdbd5f60765f33250f07c6d2e7cd5f0f

Observation 556b8afb-fd25-46d2-8833-0813f5cd7295 · outbound

This paper cites Efficient processing of deep neural networks: A tutorial and survey,.

A Tutorial-cum-Survey on Self-Supervised Learning for Wi-Fi Sensing: Trends, Challenges, and Outlook Efficient processing of deep neural networks: A tutorial and survey,

Reference 73

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:50:13.022484Z digest=sha256:44865fbaa1a0a230de4fe3f8702793bfb514dfd8042ba2e293850ba57876b890

Observation 22f267b6-8bac-4b35-858c-7721008e560e · outbound

This paper cites WiCount: A deep learning approach for crowd counting using WiFi signals,.

A Tutorial-cum-Survey on Self-Supervised Learning for Wi-Fi Sensing: Trends, Challenges, and Outlook WiCount: A deep learning approach for crowd counting using WiFi signals,

Reference 74

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:50:13.141524Z digest=sha256:dd03a718a18da2b7e7a2cc5f63a7efd423609dc267e3008023d595ba3830e3d1

Observation 988ef4d9-c8e6-4a6e-b730-b1aa508ffb70 · outbound

This paper cites Recent advances in convolutional neural networks,.

A Tutorial-cum-Survey on Self-Supervised Learning for Wi-Fi Sensing: Trends, Challenges, and Outlook Recent advances in convolutional neural networks,

Reference 75

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no resolver link, observed 2026-08-07T12:50:13.235977Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:50:13.235977Z digest=sha256:7bdaa6a9438cd776a28c27ccc2eff92b6a1978f42fae36aab89f984d979af47c

Observation 4eded2d7-ffe4-4e4e-a3ed-d1ece8df3dd5 · outbound

This paper cites CNN-based device-free health monitoring and prediction system using WiFi signals,.

A Tutorial-cum-Survey on Self-Supervised Learning for Wi-Fi Sensing: Trends, Challenges, and Outlook CNN-based device-free health monitoring and prediction system using WiFi signals,

Reference 76

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verified fuzzy
raw_fallback, observed 2026-08-07T12:50:30.262486Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T12:50:13.379551Z digest=sha256:3f2bf0736d4f481c3ca63d416da75fe7f7905322b6f111cc66a778ecd66a564c

Observation 83016268-5b86-4d38-ba5c-b943f78a3b71 · outbound

This paper cites A CNN-MLP deep model for sensor-based human activity recognition,.

A Tutorial-cum-Survey on Self-Supervised Learning for Wi-Fi Sensing: Trends, Challenges, and Outlook A CNN-MLP deep model for sensor-based human activity recognition,

Reference 77

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verified fuzzy
raw_fallback, observed 2026-08-07T12:50:30.109817Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T12:50:13.478406Z digest=sha256:7943265eefff7b837b4d9a20059411cfc0931598a5aa41ad2c8da8fc3ca9fac1

Observation 0dd09c0f-d5e2-4c56-a9bd-e603a1dd87d2 · outbound

This paper cites Recent Advances in Recurrent Neural Networks.

A Tutorial-cum-Survey on Self-Supervised Learning for Wi-Fi Sensing: Trends, Challenges, and Outlook Recent Advances in Recurrent Neural Networks

Reference 78

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no resolver link, observed 2026-08-07T12:50:13.576374Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:50:13.576374Z digest=sha256:e0952e85e8706c03f0c0165be7e2f71a2868080629bf7a87e37933f08c0cbc4a

Observation e6f890eb-4bf9-49f5-8cfc-d37f68f1dad6 · outbound

This paper cites Recurrent neural networks for accurate rssi indoor localization,.

A Tutorial-cum-Survey on Self-Supervised Learning for Wi-Fi Sensing: Trends, Challenges, and Outlook Recurrent neural networks for accurate rssi indoor localization,

Reference 79

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raw_fallback, observed 2026-08-07T12:50:29.932584Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T12:50:13.688343Z digest=sha256:a0a7c4b0e6ce2ddf5309e17524c7e5983397d2040cf6215c56792518c14d7926

Observation 13eca5c8-ec18-4007-80f0-5afe58f7e517 · outbound

This paper cites A WiFi-based smart home fall detection system using recurrent neural network,.

A Tutorial-cum-Survey on Self-Supervised Learning for Wi-Fi Sensing: Trends, Challenges, and Outlook A WiFi-based smart home fall detection system using recurrent neural network,

Reference 80

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verified fuzzy
raw_fallback, observed 2026-08-07T12:50:29.701344Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T12:50:13.778001Z digest=sha256:1db54c44a3599d16ddae484c5e9c12c450693fdc074734e73142f3d3731b9a8a

Observation d01542f4-9e45-46d9-81ff-f8d9d2f4fe3c · outbound

This paper cites Commodity WiFi sensing in ten years: Status, challenges, and opportunities,.

A Tutorial-cum-Survey on Self-Supervised Learning for Wi-Fi Sensing: Trends, Challenges, and Outlook Commodity WiFi sensing in ten years: Status, challenges, and opportunities,

Reference 81

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verified fuzzy
raw_fallback, observed 2026-08-07T12:50:29.508548Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T12:50:13.850124Z digest=sha256:96ac25fc5f21d7975a0a182298b5dd0ccbea028ebe677ec059b213584870de4e

Observation 01a83ea2-7e09-464e-b0cb-254ed755651a · outbound

This paper cites Fundamentals of recurrent neural network (RNN) and long short-term memory (LSTM) network,.

A Tutorial-cum-Survey on Self-Supervised Learning for Wi-Fi Sensing: Trends, Challenges, and Outlook Fundamentals of recurrent neural network (RNN) and long short-term memory (LSTM) network,

Reference 82

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verified fuzzy
raw_fallback, observed 2026-08-07T12:50:29.283032Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T12:50:13.925068Z digest=sha256:b8d4fae7d2055dc3ced8c6e39a7557ae778747a5bae7299383e9e7ca25f46fc3

Observation aa1e222b-5f59-430a-8100-2d918bcb61c1 · outbound

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

A Tutorial-cum-Survey on Self-Supervised Learning for Wi-Fi Sensing: Trends, Challenges, and Outlook Multi-user human activity recognition through adaptive location-independent WiFi signal characteristics,

Reference 83

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verified fuzzy
raw_fallback, observed 2026-08-07T12:50:29.053028Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T12:50:14.027484Z digest=sha256:d8b68a9fe330edad8eb9c4425221cde052a0d9a808f9e30fbf9e43c6170a69a1

Observation 250f8f28-2a75-4d04-83eb-d4651c7bcec8 · outbound

This paper cites LSTM-based jamming detection and forecasting model using transport and application layer parameters in Wi-Fi based IoT systems,.

A Tutorial-cum-Survey on Self-Supervised Learning for Wi-Fi Sensing: Trends, Challenges, and Outlook LSTM-based jamming detection and forecasting model using transport and application layer parameters in Wi-Fi based IoT systems,

Reference 84

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verified fuzzy
raw_fallback, observed 2026-08-07T12:50:28.872856Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T12:50:14.133103Z digest=sha256:caf4fafc0822bd265dacdffd7d887e4fbdb1b7a684fc056f002c18fa40b241e0

Observation cf7b4ac8-a2ea-4dac-aecc-6e912b5cbe21 · outbound

This paper cites Wi-SensiNet: Through-wall human activity recognition based on WiFi sensing,.

A Tutorial-cum-Survey on Self-Supervised Learning for Wi-Fi Sensing: Trends, Challenges, and Outlook Wi-SensiNet: Through-wall human activity recognition based on WiFi sensing,

Reference 85

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raw_fallback, observed 2026-08-07T12:50:28.668704Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T12:50:14.212014Z digest=sha256:b592f4a9387c1ae022a6e63e47a634cf06ac3a9fd4457abc8076cd23ecbcdb71

Observation 8c4296fc-b0df-4797-a826-5768f0e2d5e4 · outbound

This paper cites Bidirectional LSTM-CRF Models for Sequence Tagging.

A Tutorial-cum-Survey on Self-Supervised Learning for Wi-Fi Sensing: Trends, Challenges, and Outlook Bidirectional LSTM-CRF Models for Sequence Tagging

Reference 86

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:50:14.297060Z digest=sha256:a1948ec806354efdc00984cd932a352a44d278b2b3029c4942cf924a882be13f

Observation cc2bdfbc-8d57-4d01-8510-c638a3de2331 · outbound

This paper cites Time-selective RNN for device-free multiroom human presence detection using WiFi CSI,.

A Tutorial-cum-Survey on Self-Supervised Learning for Wi-Fi Sensing: Trends, Challenges, and Outlook Time-selective RNN for device-free multiroom human presence detection using WiFi CSI,

Reference 87

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verified fuzzy
raw_fallback, observed 2026-08-07T12:50:28.424790Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T12:50:14.350744Z digest=sha256:cfb5f9cd3aef4b9d5478e71acd7be4cbaaa72bcd28c79a9077d41886550f3932

Observation 307a50cb-a03b-4b9e-8ba0-57da117cd1a5 · outbound

This paper cites Robofisense: Attention-based robotic arm activity recognition with WiFi sensing,.

A Tutorial-cum-Survey on Self-Supervised Learning for Wi-Fi Sensing: Trends, Challenges, and Outlook Robofisense: Attention-based robotic arm activity recognition with WiFi sensing,

Reference 88

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verified fuzzy
raw_fallback, observed 2026-08-07T12:50:28.229977Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T12:50:14.442425Z digest=sha256:1831334165b4a64a4c259235b77b3c10ae13707ac3229213dea856e53145e9c4

Observation 6eb9c988-f4c5-4f43-8ecf-be6722af458b · outbound

This paper cites A survey of transformers,.

A Tutorial-cum-Survey on Self-Supervised Learning for Wi-Fi Sensing: Trends, Challenges, and Outlook A survey of transformers,

Reference 89

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:50:14.521632Z digest=sha256:54ef1702bbebfa756a62ceb435273c8056e9c9146a1bedc2a2d6dbf486ba7aaa

Observation 59b69028-8efb-4471-9a06-e3a410602709 · outbound

This paper cites xLSTM: Extended Long Short-Term Memory.

A Tutorial-cum-Survey on Self-Supervised Learning for Wi-Fi Sensing: Trends, Challenges, and Outlook xLSTM: Extended Long Short-Term Memory

Reference 90

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:50:14.584686Z digest=sha256:352d81a8e3836408e1acbddfd7f1acfcd0312e479016bf98209ab9115a6f052f

Observation dcc7b388-a076-4481-a13d-1164dfbad79c · outbound

This paper cites Noise identification with the k- means algorithm,.

A Tutorial-cum-Survey on Self-Supervised Learning for Wi-Fi Sensing: Trends, Challenges, and Outlook Noise identification with the k- means algorithm,

Reference 91

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verified fuzzy
raw_fallback, observed 2026-08-07T12:50:28.086371Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T12:50:14.650517Z digest=sha256:7c80345327c92321432d59ed4fb6f10d3c17c1fde25bb7fb8150ad50c94e1217

Observation 4d040bdf-f2cc-4839-bf2d-3b8d5f4f40c1 · outbound

This paper cites Multiple-perspective clustering of passive Wi-Fi sensing trajectory data,.

A Tutorial-cum-Survey on Self-Supervised Learning for Wi-Fi Sensing: Trends, Challenges, and Outlook Multiple-perspective clustering of passive Wi-Fi sensing trajectory data,

Reference 92

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:50:27.939800Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T12:50:14.716015Z digest=sha256:bcfd60f5ebc42e172d6b2f0b1fe43a8baf4e190b7bc7a917ce2cd6c36e084800

Observation cb0044fd-31ff-4a49-b203-82398de6d2c4 · outbound

This paper cites SwinFi: a CSI Compression Method based on Swin Transformer for Wi-Fi Sensing.

A Tutorial-cum-Survey on Self-Supervised Learning for Wi-Fi Sensing: Trends, Challenges, and Outlook SwinFi: a CSI Compression Method based on Swin Transformer for Wi-Fi Sensing

Reference 93

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verified exact
local_arxiv, observed 2026-08-07T12:50:19.389342Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T12:50:14.769869Z digest=sha256:0086c8e78bfbc21be429524c9e7ed0d20e8c8eae526b3b90d34b8e734902f20e

Observation b015ac9a-3efd-4b53-9c31-cc28ab03b833 · outbound

This paper cites Autosen: improving automatic WiFi human sensing through cross-modal autoencoder,.

A Tutorial-cum-Survey on Self-Supervised Learning for Wi-Fi Sensing: Trends, Challenges, and Outlook Autosen: improving automatic WiFi human sensing through cross-modal autoencoder,

Reference 94

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verified fuzzy
raw_fallback, observed 2026-08-07T12:50:27.702619Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T12:50:14.862979Z digest=sha256:bea8cc5e531f24fe30fceb8c9509bf89e15c51fd392c0aa23ca1f5b75f417fb2

Observation cea08dd6-8dd2-4d12-a1ad-d21c1e4c1705 · outbound

This paper cites A robust CSI-based Wi-Fi passive sensing method using attention mechanism deep learning,.

A Tutorial-cum-Survey on Self-Supervised Learning for Wi-Fi Sensing: Trends, Challenges, and Outlook A robust CSI-based Wi-Fi passive sensing method using attention mechanism deep learning,

Reference 95

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raw_fallback, observed 2026-08-07T12:50:27.476033Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T12:50:14.938107Z digest=sha256:fcc3eac38c9d90f40d0b85dc7f5d6bf4704f6927ba6d6ea66b3bb81319109c28

Observation c5c04598-081e-4ef1-9377-d4963f455426 · outbound

This paper cites FewSense, towards a scalable and cross-domain Wi-Fi sensing system using few-shot learning,.

A Tutorial-cum-Survey on Self-Supervised Learning for Wi-Fi Sensing: Trends, Challenges, and Outlook FewSense, towards a scalable and cross-domain Wi-Fi sensing system using few-shot learning,

Reference 96

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raw_fallback, observed 2026-08-07T12:50:27.276776Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T12:50:15.016748Z digest=sha256:7d0b4e9f9ed0c42137604e3adb6b1335f1f5df20cbfe4d4f5fe0852c8441dbfd

Observation e0460fec-943d-4a07-b5d3-429e0fbdaf72 · outbound

This paper cites One is enough: Enabling one-shot device-free gesture recognition with cots WiFi,.

A Tutorial-cum-Survey on Self-Supervised Learning for Wi-Fi Sensing: Trends, Challenges, and Outlook One is enough: Enabling one-shot device-free gesture recognition with cots WiFi,

Reference 97

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raw_fallback, observed 2026-08-07T12:50:27.149539Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T12:50:15.122108Z digest=sha256:91545a9efbbe4aa9586ec1cbf1da6c8959fadf250db595494944d62d63779001

Observation 973d6d84-a3df-49fd-8b15-d613b3850683 · outbound

This paper cites A survey on contrastive self-supervised learning,.

A Tutorial-cum-Survey on Self-Supervised Learning for Wi-Fi Sensing: Trends, Challenges, and Outlook A survey on contrastive self-supervised learning,

Reference 98

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verified fuzzy
raw_fallback, observed 2026-08-07T12:50:27.027622Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T12:50:15.207548Z digest=sha256:e6846dd0a68c0e97218f35785c9645b1741310d69ab0ec81bb303a1be0fb778b

Observation 1ea92679-a64d-41a7-93fe-a6104162186d · outbound

This paper cites A comprehensive survey on source-free domain adaptation,.

A Tutorial-cum-Survey on Self-Supervised Learning for Wi-Fi Sensing: Trends, Challenges, and Outlook A comprehensive survey on source-free domain adaptation,

Reference 99

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no resolver link, observed 2026-08-07T12:50:15.288813Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:50:15.288813Z digest=sha256:58f0956b1ba88fc746544afbb9cc272061895e7c3d252700fb280423e9371acd

Observation c605c847-905c-4496-891b-55d4593c10ac · outbound

This paper cites Autofi: Toward automatic wi-fi human sensing via geometric self-supervised learning,.

A Tutorial-cum-Survey on Self-Supervised Learning for Wi-Fi Sensing: Trends, Challenges, and Outlook Autofi: Toward automatic wi-fi human sensing via geometric self-supervised learning,

Reference 100

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verified fuzzy
raw_fallback, observed 2026-08-07T12:50:26.793092Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T12:50:15.400068Z digest=sha256:c2a490e06a56c0985a61421acc82d853de9dbc2b228eded0c87aff5b9ae180b1

Pith citing papers

Observation 8f5c787e-8e06-4670-968f-ba6e4764d2c7 · inbound

The Rosenberg $ \mathbb{S}^{1} $-Stability Conjecture for $ \chi(X) = 0 $ cites this paper.

The Rosenberg $ \mathbb{S}^{1} $-Stability Conjecture for $ \chi(X) = 0 $ A Tutorial-cum-Survey on Self-Supervised Learning for Wi-Fi Sensing: Trends, Challenges, and Outlook

Reference 6

Resolution
verified exact
local_arxiv, observed 2026-07-10T04:56:45.950033Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-07-10T04:47:32.932155Z digest=sha256:ffa267207b63072de2573242e5b364dc92ce38f28e2ab6f1e59e4f6eb14b7b19