Paper Citation Record · LEDGER

Permutation-Invariant Transformer Neural Architectures for Set-Based Indoor Localization Using Learned RSSI Embeddings

As of 8 August 2026, this Paper Citation Record lists 38 of 38 outbound references and 0 inbound Pith citation observations for arXiv:2506.00656.

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

pith.paper-citation-record.v1
2506.00656 v1

Coverage vector

measured 38 of 38 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T12:04:32.357741Z

measured 38 of 38 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+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

38 of 38 outbound references displayed

verified exact0
verified fuzzy30
unresolved8
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 2911ee51-1a82-4169-be22-0300d8e74c13 · outbound

This paper cites A bluetooth location- based indoor positioning system for asset tracking in warehouse.

Permutation-Invariant Transformer Neural Architectures for Set-Based Indoor Localization Using Learned RSSI Embeddings A bluetooth location- based indoor positioning system for asset tracking in warehouse

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:04:37.646348Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 98b866c4-cc4e-48f4-8fcd-ef4fac7893f6 · outbound

This paper cites A hybrid indoor positioning for asset tracking using bluetooth low energy and wi-fi.

Permutation-Invariant Transformer Neural Architectures for Set-Based Indoor Localization Using Learned RSSI Embeddings A hybrid indoor positioning for asset tracking using bluetooth low energy and wi-fi

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:04:37.632018Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 8718167a-72fe-4121-83cc-4fb1ac72be2f · outbound

This paper cites A survey of indoor location technologies, techniques and applications in industry.

Permutation-Invariant Transformer Neural Architectures for Set-Based Indoor Localization Using Learned RSSI Embeddings A survey of indoor location technologies, techniques and applications in industry

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:04:37.615572Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 149c8082-9780-4b42-b009-8644e67e25f6 · outbound

This paper cites Indoor positioning systems of mobile robots: A review.

Permutation-Invariant Transformer Neural Architectures for Set-Based Indoor Localization Using Learned RSSI Embeddings Indoor positioning systems of mobile robots: A review

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:04:37.584689Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 65567bbe-6d4f-490f-9612-1434758b0116 · outbound

This paper cites In- door positioning of a robotic walking assistant for large public environments.IEEE Transactions on Instrumentation and Measurement, 64(11):2965–2976, 2015.

Permutation-Invariant Transformer Neural Architectures for Set-Based Indoor Localization Using Learned RSSI Embeddings In- door positioning of a robotic walking assistant for large public environments.IEEE Transactions on Instrumentation and Measurement, 64(11):2965–2976, 2015

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:04:37.285345Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 6367b087-d118-4667-8f41-633aee790c8c · outbound

This paper cites The study on using passive rfid tags for indoor positioning.

Permutation-Invariant Transformer Neural Architectures for Set-Based Indoor Localization Using Learned RSSI Embeddings The study on using passive rfid tags for indoor positioning

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:04:36.899929Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 05f0fcab-296b-42b4-b65a-25e6742bbf79 · outbound

This paper cites Review of rfid-based indoor positioning technology.

Permutation-Invariant Transformer Neural Architectures for Set-Based Indoor Localization Using Learned RSSI Embeddings Review of rfid-based indoor positioning technology

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:04:36.567996Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation e37f6335-a69e-4ebd-bb58-aca4c37660cb · outbound

This paper cites Rssi based bluetooth low energy indoor positioning.

Permutation-Invariant Transformer Neural Architectures for Set-Based Indoor Localization Using Learned RSSI Embeddings Rssi based bluetooth low energy indoor positioning

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:04:36.315827Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation e8aaaa3c-e539-468c-92b5-fe91515bba03 · outbound

This paper cites A low cost indoor positioning system using bluetooth low energy.

Permutation-Invariant Transformer Neural Architectures for Set-Based Indoor Localization Using Learned RSSI Embeddings A low cost indoor positioning system using bluetooth low energy

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:04:36.235219Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 15e9bf18-0283-4df4-bcb8-6ce7f2288a0f · outbound

This paper cites Ultra wideband indoor positioning technologies: Analysis and recent advances.

Permutation-Invariant Transformer Neural Architectures for Set-Based Indoor Localization Using Learned RSSI Embeddings Ultra wideband indoor positioning technologies: Analysis and recent advances

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:04:36.074459Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 889b1187-4908-4a12-97a9-b5c331b22482 · outbound

This paper cites Precise indoor position- ing using uwb: A review of methods, algorithms and implementations.

Permutation-Invariant Transformer Neural Architectures for Set-Based Indoor Localization Using Learned RSSI Embeddings Precise indoor position- ing using uwb: A review of methods, algorithms and implementations

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:04:35.953106Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation b5593b51-1964-43c0-8256-28bdaec21e92 · outbound

This paper cites Deep learning methods for fingerprint-based indoor positioning: A review.

Permutation-Invariant Transformer Neural Architectures for Set-Based Indoor Localization Using Learned RSSI Embeddings Deep learning methods for fingerprint-based indoor positioning: A review

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:04:35.824164Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation f60d52fd-81b5-427f-9944-1c1b0b16dc2f · outbound

This paper cites Intelligent indoor positioning based on artificial neural networks.

Permutation-Invariant Transformer Neural Architectures for Set-Based Indoor Localization Using Learned RSSI Embeddings Intelligent indoor positioning based on artificial neural networks

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:04:35.684046Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 229e62b6-27c0-4d77-bad7-04ff84ecedfe · outbound

This paper cites Ccpos: Wifi fingerprint indoor positioning system based on cdae-cnn.

Permutation-Invariant Transformer Neural Architectures for Set-Based Indoor Localization Using Learned RSSI Embeddings Ccpos: Wifi fingerprint indoor positioning system based on cdae-cnn

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:04:35.547962Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 3c61a6f7-3574-4935-838b-961fa94143ed · outbound

This paper cites Improved cnn-based magnetic indoor positioning system using attention mechanism.

Permutation-Invariant Transformer Neural Architectures for Set-Based Indoor Localization Using Learned RSSI Embeddings Improved cnn-based magnetic indoor positioning system using attention mechanism

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:04:35.445645Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation a634c05f-ba86-4c7d-a537-5f39461d679f · outbound

This paper cites A fast indoor positioning using a knowledge-distilled convolutional neural network (kd-cnn).

Permutation-Invariant Transformer Neural Architectures for Set-Based Indoor Localization Using Learned RSSI Embeddings A fast indoor positioning using a knowledge-distilled convolutional neural network (kd-cnn)

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:04:35.292997Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation accc802e-f47b-4065-bfbd-a05d060e381f · outbound

This paper cites Cnn based indoor localization using rss time-series.

Permutation-Invariant Transformer Neural Architectures for Set-Based Indoor Localization Using Learned RSSI Embeddings Cnn based indoor localization using rss time-series

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:04:35.158767Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation d8947383-1f3e-4743-a95c-bdf0ac7a371c · outbound

This paper cites Indoor positioning based on fingerprint-image and deep learning.

Permutation-Invariant Transformer Neural Architectures for Set-Based Indoor Localization Using Learned RSSI Embeddings Indoor positioning based on fingerprint-image and deep learning

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:04:35.013099Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation b44785a8-fb8b-43f9-b189-6d138da2f01b · outbound

This paper cites Recurrent neural networks model for wifi- based indoor positioning system.

Permutation-Invariant Transformer Neural Architectures for Set-Based Indoor Localization Using Learned RSSI Embeddings Recurrent neural networks model for wifi- based indoor positioning system

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:04:34.835561Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 7467ac4e-ba45-4e35-b129-0f9a5b4a9258 · outbound

This paper cites Dl-rnn: An accurate indoor localization method via double rnns.

Permutation-Invariant Transformer Neural Architectures for Set-Based Indoor Localization Using Learned RSSI Embeddings Dl-rnn: An accurate indoor localization method via double rnns

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:04:34.631528Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 2a1bdb82-bfd0-4ff4-8352-a45b46fac353 · outbound

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

Permutation-Invariant Transformer Neural Architectures for Set-Based Indoor Localization Using Learned RSSI Embeddings Recurrent neural networks for accurate rssi indoor localization

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:04:34.421821Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 05f8a218-0706-4b3b-bd84-a5bd6f37e1c2 · outbound

This paper cites An lstm-based indoor positioning method using wi-fi signals.

Permutation-Invariant Transformer Neural Architectures for Set-Based Indoor Localization Using Learned RSSI Embeddings An lstm-based indoor positioning method using wi-fi signals

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:04:34.214543Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 45581fe8-a99b-4e3e-81d4-c18533bd322c · outbound

This paper cites Sdr-fi: Deep- learning-based indoor positioning via software-defined radio.

Permutation-Invariant Transformer Neural Architectures for Set-Based Indoor Localization Using Learned RSSI Embeddings Sdr-fi: Deep- learning-based indoor positioning via software-defined radio

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:04:34.031608Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation cf98fa9b-fd16-4f4e-af4e-bfd7f531a6fd · outbound

This paper cites Deep learning based wireless localization for indoor navigation.

Permutation-Invariant Transformer Neural Architectures for Set-Based Indoor Localization Using Learned RSSI Embeddings Deep learning based wireless localization for indoor navigation

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:04:33.871183Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 4891f48c-45cf-47be-933b-4579efa65be1 · outbound

This paper cites Set transformer: A framework for attention-based permutation-invariant neural networks.

Permutation-Invariant Transformer Neural Architectures for Set-Based Indoor Localization Using Learned RSSI Embeddings Set transformer: A framework for attention-based permutation-invariant neural networks

Reference 25

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Source-reported events for the cited work

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Observation 00c4eb95-eef5-442b-ab1c-592c463e172b · outbound

This paper cites Deep sets.

Permutation-Invariant Transformer Neural Architectures for Set-Based Indoor Localization Using Learned RSSI Embeddings Deep sets

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-07T12:04:31.233784Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5bbbce12-45a1-4d19-af37-072712eadcdd · outbound

This paper cites Order Matters: Sequence to sequence for sets.

Permutation-Invariant Transformer Neural Architectures for Set-Based Indoor Localization Using Learned RSSI Embeddings Order Matters: Sequence to sequence for sets

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-07T12:04:31.330349Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 75d67655-a9e6-4b61-a8c4-ce91f3ffd83b · outbound

This paper cites Perceiver: General perception with iterative attention.

Permutation-Invariant Transformer Neural Architectures for Set-Based Indoor Localization Using Learned RSSI Embeddings Perceiver: General perception with iterative attention

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-07T12:04:31.420320Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ba0c9710-fd64-4ea3-8632-7a343c71924e · outbound

This paper cites Janossy Pooling: Learning Deep Permutation-Invariant Functions for Variable-Size Inputs.

Permutation-Invariant Transformer Neural Architectures for Set-Based Indoor Localization Using Learned RSSI Embeddings Janossy Pooling: Learning Deep Permutation-Invariant Functions for Variable-Size Inputs

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-07T12:04:31.520167Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 83722484-7f8f-4f79-9c5e-f0bea88904bc · outbound

This paper cites Setvae: Learning hierarchical composition for generative modeling of set-structured data.

Permutation-Invariant Transformer Neural Architectures for Set-Based Indoor Localization Using Learned RSSI Embeddings Setvae: Learning hierarchical composition for generative modeling of set-structured data

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-07T12:04:31.585987Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a1eb15a1-ba4d-4130-8297-f5b78cd0382d · outbound

This paper cites Object-centric learning with slot attention.

Permutation-Invariant Transformer Neural Architectures for Set-Based Indoor Localization Using Learned RSSI Embeddings Object-centric learning with slot attention

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-07T12:04:31.702910Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ea9ab21c-97ca-437e-841b-7e9534546779 · outbound

This paper cites FSPool: Learning Set Representations with Featurewise Sort Pooling.

Permutation-Invariant Transformer Neural Architectures for Set-Based Indoor Localization Using Learned RSSI Embeddings FSPool: Learning Set Representations with Featurewise Sort Pooling

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-07T12:04:31.796353Z

Source-reported events for the cited work

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Observation 317e1490-cd8b-463a-9e93-7406f2aced75 · outbound

This paper cites Setformer is what you need for vision and language.

Permutation-Invariant Transformer Neural Architectures for Set-Based Indoor Localization Using Learned RSSI Embeddings Setformer is what you need for vision and language

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:04:33.665311Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation c337ed67-a2dc-4bf1-b456-eae2f5b2a173 · outbound

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

Permutation-Invariant Transformer Neural Architectures for Set-Based Indoor Localization Using Learned RSSI Embeddings Deepfi: Deep learning for indoor fingerprinting using channel state information

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:04:33.446724Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 324fea8b-15ed-45ea-98d7-041108b1081b · outbound

This paper cites Cnnloc: Deep-learning based indoor localization with wifi fingerprinting.

Permutation-Invariant Transformer Neural Architectures for Set-Based Indoor Localization Using Learned RSSI Embeddings Cnnloc: Deep-learning based indoor localization with wifi fingerprinting

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:04:33.220951Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 1226707a-5d2b-4b8e-8a11-aa80a5a76594 · outbound

This paper cites Semi-sequential probabilistic model for indoor localization enhancement.

Permutation-Invariant Transformer Neural Architectures for Set-Based Indoor Localization Using Learned RSSI Embeddings Semi-sequential probabilistic model for indoor localization enhancement

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:04:33.103707Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 55299359-9da7-49fd-b270-6e0e5b4ff88b · outbound

This paper cites Exploring indoor localization with transformer-based models: a cnn-transformer hybrid approach for wifi fingerprinting.

Permutation-Invariant Transformer Neural Architectures for Set-Based Indoor Localization Using Learned RSSI Embeddings Exploring indoor localization with transformer-based models: a cnn-transformer hybrid approach for wifi fingerprinting

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:04:32.908759Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 5936fc15-8c19-41f4-8b21-580ede5c7d87 · outbound

This paper cites Hytra: Hyperclass transformer for wifi fingerprinting-based indoor localization.

Permutation-Invariant Transformer Neural Architectures for Set-Based Indoor Localization Using Learned RSSI Embeddings Hytra: Hyperclass transformer for wifi fingerprinting-based indoor localization

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:04:32.720588Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Pith citing papers

No inbound Pith citation observations are available.