Paper Citation Record · LEDGER

Hybrid CNN-LSTM based Indoor Pedestrian Localization with CSI Fingerprint Maps

As of 21 August 2026, this Paper Citation Record lists 29 of 29 outbound references and 0 inbound Pith citation observations for arXiv:2412.13601.

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

pith.paper-citation-record.v1
2412.13601 v2

Coverage vector

measured 29 of 29 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T13:03:57.973462Z

measured 29 of 29 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

29 of 29 outbound references displayed

verified exact0
verified fuzzy19
unresolved9
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 6cdd4996-8188-4856-a19d-81450e379c0a · outbound

This paper cites an unresolved cited work.

Hybrid CNN-LSTM based Indoor Pedestrian Localization with CSI Fingerprint Maps Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:03:59.308981Z

Source-reported events for the cited work

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

Observation 9291c7c8-c0a4-4355-9ecf-bff50ee454a7 · outbound

This paper cites an unresolved cited work.

Hybrid CNN-LSTM based Indoor Pedestrian Localization with CSI Fingerprint Maps Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:03:59.278351Z

Source-reported events for the cited work

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

Observation 0d16dd6b-0ac4-4e52-98c1-13e8b6a9f27e · outbound

This paper cites discriminant features.

Hybrid CNN-LSTM based Indoor Pedestrian Localization with CSI Fingerprint Maps discriminant features

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:03:59.252146Z

Source-reported events for the cited work

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

Observation 6fd35e38-1879-45ba-ae9a-738792262923 · outbound

This paper cites time-ordered maps.

Hybrid CNN-LSTM based Indoor Pedestrian Localization with CSI Fingerprint Maps time-ordered maps

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:03:59.216090Z

Source-reported events for the cited work

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

Observation 089c00c1-5146-4fb9-acdd-d0d570fab4b1 · outbound

This paper cites Experiment Setup We use a low-power pocket held embedded PC as a Wi-Fi device for collecting test data set.

Hybrid CNN-LSTM based Indoor Pedestrian Localization with CSI Fingerprint Maps Experiment Setup We use a low-power pocket held embedded PC as a Wi-Fi device for collecting test data set

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:03:59.114277Z

Source-reported events for the cited work

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

Observation 26ef89a4-020c-4750-842e-030feea95ba4 · outbound

This paper cites A temporally stable and diverse sanitized CSI phase value signal is used for fingerprinting.

Hybrid CNN-LSTM based Indoor Pedestrian Localization with CSI Fingerprint Maps A temporally stable and diverse sanitized CSI phase value signal is used for fingerprinting

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:03:59.032953Z

Source-reported events for the cited work

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

Observation 4fa8b969-858f-4f35-bf8b-4cf97ee43fc7 · outbound

This paper cites an unresolved cited work.

Hybrid CNN-LSTM based Indoor Pedestrian Localization with CSI Fingerprint Maps Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:03:59.185971Z

Source-reported events for the cited work

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

Observation 70300723-1643-4716-aa15-f3ce8e5f0279 · outbound

This paper cites Smartphone -Based Traveled Distance Estimation Using Individual Walking Patterns for Indoor Localization.

Hybrid CNN-LSTM based Indoor Pedestrian Localization with CSI Fingerprint Maps Smartphone -Based Traveled Distance Estimation Using Individual Walking Patterns for Indoor Localization

Reference 8

Resolution: metadata mismatch; raw_fallback, observed 2026-08-11T13:03:58.227122Z

Source-reported events for the cited work

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

Observation 92068b74-2f77-4d64-9496-64029a9b49fa · outbound

This paper cites DeepML: Deep LSTM for indoor localization with smartphone magnetic and light sensors,.

Hybrid CNN-LSTM based Indoor Pedestrian Localization with CSI Fingerprint Maps DeepML: Deep LSTM for indoor localization with smartphone magnetic and light sensors,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:03:58.988022Z

Source-reported events for the cited work

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

Observation 71cb2178-80a6-4803-b247-9c6ef7a566d7 · outbound

This paper cites CSI -Based Fingerprinting for Indoor Localization: A Deep Learning Approach,.

Hybrid CNN-LSTM based Indoor Pedestrian Localization with CSI Fingerprint Maps CSI -Based Fingerprinting for Indoor Localization: A Deep Learning Approach,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:03:58.945903Z

Source-reported events for the cited work

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

Observation c95cca93-144b-448c-b4dd-323db706a774 · outbound

This paper cites Empirical Evaluation of Gated Recurrent Neural Networks on Sequence Modeling.

Hybrid CNN-LSTM based Indoor Pedestrian Localization with CSI Fingerprint Maps Empirical Evaluation of Gated Recurrent Neural Networks on Sequence Modeling

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-11T13:03:57.743581Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0cd82309-d88c-45e9-aa53-dce1ad9dd05c · outbound

This paper cites BiLoc: Bi -Modal Deep Learning for Indoor Localization with Commodity 5GHz WiFi,.

Hybrid CNN-LSTM based Indoor Pedestrian Localization with CSI Fingerprint Maps BiLoc: Bi -Modal Deep Learning for Indoor Localization with Commodity 5GHz WiFi,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:03:58.917675Z

Source-reported events for the cited work

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

Observation a4671a83-8a03-42f5-8362-a0c7c3362203 · outbound

This paper cites Analysis of Sources of Large Positioning Errors in Deterministic Fingerprinting,.

Hybrid CNN-LSTM based Indoor Pedestrian Localization with CSI Fingerprint Maps Analysis of Sources of Large Positioning Errors in Deterministic Fingerprinting,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:03:58.890116Z

Source-reported events for the cited work

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

Observation d7ff9210-4c0d-4fff-8663-0135e9039fa9 · outbound

This paper cites an unresolved cited work.

Hybrid CNN-LSTM based Indoor Pedestrian Localization with CSI Fingerprint Maps Unresolved cited work

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-11T13:03:57.790240Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bde8c1d4-883f-4b01-b69b-b0545d311123 · outbound

This paper cites an unresolved cited work.

Hybrid CNN-LSTM based Indoor Pedestrian Localization with CSI Fingerprint Maps Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:03:58.863613Z

Source-reported events for the cited work

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

Observation 1dd4cf3b-2e65-4d03-9316-a6a80f7ad25a · outbound

This paper cites CiFi: Deep convolutional neural networks for indoor localization with 5 GHz Wi -Fi.

Hybrid CNN-LSTM based Indoor Pedestrian Localization with CSI Fingerprint Maps CiFi: Deep convolutional neural networks for indoor localization with 5 GHz Wi -Fi

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:03:58.568206Z

Source-reported events for the cited work

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

Observation f50228ad-0b6a-48fe-ac96-d8b9b51161a0 · outbound

This paper cites Wi -Fi Crowdsourced Fingerprinting Dataset for Indoor Positioning.

Hybrid CNN-LSTM based Indoor Pedestrian Localization with CSI Fingerprint Maps Wi -Fi Crowdsourced Fingerprinting Dataset for Indoor Positioning

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:03:58.834701Z

Source-reported events for the cited work

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

Observation da9db05e-5366-4ade-a8b0-89403ffa6fae · outbound

This paper cites an unresolved cited work.

Hybrid CNN-LSTM based Indoor Pedestrian Localization with CSI Fingerprint Maps Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:03:58.804323Z

Source-reported events for the cited work

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

Observation 5e530ca9-9b32-4884-b7d3-894e293cea55 · outbound

This paper cites Multi -person localization via RF body reflections.

Hybrid CNN-LSTM based Indoor Pedestrian Localization with CSI Fingerprint Maps Multi -person localization via RF body reflections

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:03:58.764635Z

Source-reported events for the cited work

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

Observation 8a4a5d62-d6c4-4629-b742-590e75554813 · outbound

This paper cites Ambiguity function analysis of wireless LAN transmissions for passive radar.

Hybrid CNN-LSTM based Indoor Pedestrian Localization with CSI Fingerprint Maps Ambiguity function analysis of wireless LAN transmissions for passive radar

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:03:58.728760Z

Source-reported events for the cited work

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

Observation cb64892d-1c56-4b7a-96ab-b25f9bd17aab · outbound

This paper cites This motion model is easily configurable, and bounds can be set on normally distributed pedestrian walk phase, speed, stride and heading direction.

Hybrid CNN-LSTM based Indoor Pedestrian Localization with CSI Fingerprint Maps This motion model is easily configurable, and bounds can be set on normally distributed pedestrian walk phase, speed, stride and heading direction

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:03:59.066478Z

Source-reported events for the cited work

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

Observation 8dd8190e-9661-4248-a459-2bf2a2bd3b9d · outbound

This paper cites an unresolved cited work.

Hybrid CNN-LSTM based Indoor Pedestrian Localization with CSI Fingerprint Maps Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:03:58.673654Z

Source-reported events for the cited work

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

Observation 2b0762b7-0256-4579-ba5e-b6006f3b00b8 · outbound

This paper cites A.; Asaduzzaman, M.

Hybrid CNN-LSTM based Indoor Pedestrian Localization with CSI Fingerprint Maps A.; Asaduzzaman, M

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:03:58.633670Z

Source-reported events for the cited work

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

Observation 9961a452-de5b-4ef2-9590-b11a7a52abc7 · outbound

This paper cites DeepFi: Deep learning for indoor fingerprinting using channel state information,.

Hybrid CNN-LSTM based Indoor Pedestrian Localization with CSI Fingerprint Maps DeepFi: Deep learning for indoor fingerprinting using channel state information,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:03:58.597635Z

Source-reported events for the cited work

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

Observation d297e5cf-b202-47a4-b8ca-9462a1ba57f4 · outbound

This paper cites ConFi: Convolutional Neural Networks Based Indoor Wi -Fi Localization Using Channel State Information,.

Hybrid CNN-LSTM based Indoor Pedestrian Localization with CSI Fingerprint Maps ConFi: Convolutional Neural Networks Based Indoor Wi -Fi Localization Using Channel State Information,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:03:58.516921Z

Source-reported events for the cited work

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

Observation 97e48a32-0e5f-42b2-85b4-cd5470e08a1c · outbound

This paper cites PADS: Passive Detection of Moving Targets with Dynamic Speed using PHY Layer Information.

Hybrid CNN-LSTM based Indoor Pedestrian Localization with CSI Fingerprint Maps PADS: Passive Detection of Moving Targets with Dynamic Speed using PHY Layer Information

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:03:58.488264Z

Source-reported events for the cited work

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

Observation cba85257-d5ba-499e-b78c-cd49dd9d848d · outbound

This paper cites Deep Learning Convolutional Neural Networks for Radio Identification,.

Hybrid CNN-LSTM based Indoor Pedestrian Localization with CSI Fingerprint Maps Deep Learning Convolutional Neural Networks for Radio Identification,

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:03:58.461547Z

Source-reported events for the cited work

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

Observation 8c5bcdda-fe99-47d6-901b-beb02984644c · outbound

This paper cites Estimation of pedestrian distribution in indoor environments using multiple pedestrian tracking,.

Hybrid CNN-LSTM based Indoor Pedestrian Localization with CSI Fingerprint Maps Estimation of pedestrian distribution in indoor environments using multiple pedestrian tracking,

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:03:58.437851Z

Source-reported events for the cited work

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

Observation b06a0dd1-9e4e-4fa4-bc2b-35c77f0a8f00 · outbound

This paper cites an unresolved cited work.

Hybrid CNN-LSTM based Indoor Pedestrian Localization with CSI Fingerprint Maps Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:03:58.407685Z

Source-reported events for the cited work

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

Pith citing papers

No inbound Pith citation observations are available.