Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-15T20:55:34.231738Z
Paper Citation Record · LEDGER
As of 21 August 2026, this Paper Citation Record lists 66 of 66 outbound references and 0 inbound Pith citation observations for arXiv:2505.15835.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-15T20:55:34.231738Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
66 of 66 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 06cf7ef6-aacf-4d8e-8047-8b7e736fbb37 · outbound
Transforming Decoder-Only Transformers for Accurate WiFi-Telemetry Based Indoor Localization Machine learning based indoor localization using wi-fi rssi fingerprints: An overview,
Reference 1
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 1e47f120-5bd9-4510-a35d-9bcd55c4e16b · outbound
Transforming Decoder-Only Transformers for Accurate WiFi-Telemetry Based Indoor Localization A survey on indoor positioning systems for iot-based applications,
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 03bb2ff7-5060-43bb-bbca-8805e4b068e0 · outbound
Transforming Decoder-Only Transformers for Accurate WiFi-Telemetry Based Indoor Localization A review of pedestrian indoor positioning systems for mass market applications,
Reference 3
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 10f06424-b296-47aa-b2ea-341c258f8699 · outbound
Transforming Decoder-Only Transformers for Accurate WiFi-Telemetry Based Indoor Localization A survey of problems and approaches in wireless-based indoor positioning,
Reference 4
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 5f777eb5-b023-4dc5-9629-715b750b923b · outbound
Transforming Decoder-Only Transformers for Accurate WiFi-Telemetry Based Indoor Localization A survey of active and passive in- door localisation systems,
Reference 5
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 d35740a7-fcdf-4fd7-8c0b-6f4b2ccb1080 · outbound
Transforming Decoder-Only Transformers for Accurate WiFi-Telemetry Based Indoor Localization A survey on ubiquitous wifi-based indoor localization system for smartphone users from implementation per- spectives,
Reference 6
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 f4fd62f3-76cb-4c0a-9398-f6283d132b90 · outbound
Transforming Decoder-Only Transformers for Accurate WiFi-Telemetry Based Indoor Localization Wi-fi-based real-time uav localization: A comparative analysis between rssi-based and ftm-based approaches,
Reference 7
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 3ab9de18-32ee-48f8-b3b5-1c3af83006e7 · outbound
Transforming Decoder-Only Transformers for Accurate WiFi-Telemetry Based Indoor Localization A survey of indoor localization systems and technologies,
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 592c272f-aa13-4a6d-9b7c-f9a2ce2e0a20 · outbound
Transforming Decoder-Only Transformers for Accurate WiFi-Telemetry Based Indoor Localization Exposing the csi: A systematic investigation of csi-based wi-fi sensing capabilities and limitations,
Reference 9
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 c53fdb4c-f8d8-419a-832b-b3e117ec04e9 · outbound
Transforming Decoder-Only Transformers for Accurate WiFi-Telemetry Based Indoor Localization A survey of machine learning for indoor positioning,
Reference 10
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 8d6f9a89-9786-4c1f-8ef8-dcdb9f699956 · outbound
Transforming Decoder-Only Transformers for Accurate WiFi-Telemetry Based Indoor Localization An empirical comparison of techniques for handling incom- plete data using decision trees,
Reference 11
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 1771279b-e430-45d7-8eb5-f03151e36fc9 · outbound
Transforming Decoder-Only Transformers for Accurate WiFi-Telemetry Based Indoor Localization Attention is all you need,
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 97657eee-8562-4f58-bb5a-7216c9c41652 · outbound
Transforming Decoder-Only Transformers for Accurate WiFi-Telemetry Based Indoor Localization How multilingual is Multilingual BERT?
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 78d45002-6087-4d77-a08d-623cff84cef9 · outbound
Transforming Decoder-Only Transformers for Accurate WiFi-Telemetry Based Indoor Localization Dolphingemma: How google ai is helping decode dolphin communica- tion,
Reference 14
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 d2acb92a-81a2-4f89-8a20-8082cdca72a1 · outbound
Transforming Decoder-Only Transformers for Accurate WiFi-Telemetry Based Indoor Localization How can time series analysis bene- fit from multiple modalities? a survey and outlook,
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cf0815d2-a29a-4493-a377-b476195e3628 · outbound
Transforming Decoder-Only Transformers for Accurate WiFi-Telemetry Based Indoor Localization Does chatgpt generate accessible code? investigating accessibility challenges in llm-generated source code,
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d2b3f597-f112-4e73-a133-d358ee257cdd · outbound
Transforming Decoder-Only Transformers for Accurate WiFi-Telemetry Based Indoor Localization Indoor ranging and localisation algorithm based on received signal strength indicator using statistic parameters for wireless sensor networks,
Reference 17
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 f894d2ad-1568-4a28-8260-8849a4fa227d · outbound
Transforming Decoder-Only Transformers for Accurate WiFi-Telemetry Based Indoor Localization Rssi based localization scheme in wireless sensor networks: A survey,
Reference 18
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 20273951-9bdb-4b33-9e7c-1db511d56a42 · outbound
Transforming Decoder-Only Transformers for Accurate WiFi-Telemetry Based Indoor Localization Wireless rssi fingerprinting localization,
Reference 19
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 71187dc4-b9fd-4532-9b35-83b4367c52f6 · outbound
Transforming Decoder-Only Transformers for Accurate WiFi-Telemetry Based Indoor Localization Machine learning based indoor localization using wi-fi rssi fingerprints: An overview,
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 439ee3f2-1741-4d96-bfd6-9c6bd5985c5c · outbound
Transforming Decoder-Only Transformers for Accurate WiFi-Telemetry Based Indoor Localization The microsoft indoor localization competition: Experiences and lessons learned,
Reference 21
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 1112050e-c954-4a3b-93d0-9de4e46de0bb · outbound
Transforming Decoder-Only Transformers for Accurate WiFi-Telemetry Based Indoor Localization Fine time measurement for the internet of things: A practical approach using esp32,
Reference 22
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 4f89e457-c973-4a79-88c6-80bc38e19041 · outbound
Transforming Decoder-Only Transformers for Accurate WiFi-Telemetry Based Indoor Localization Verification: Accuracy evaluation of wifi fine time measurements on an open platform,
Reference 23
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 8efb8251-9249-4899-b0b2-7ac81561cdda · outbound
Transforming Decoder-Only Transformers for Accurate WiFi-Telemetry Based Indoor Localization Comparison of 2.4 ghz wifi ftm-and rssi-based indoor posi- tioning methods in realistic scenarios,
Reference 24
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 028ece56-0086-4b24-9faf-94e436abeb6e · outbound
Transforming Decoder-Only Transformers for Accurate WiFi-Telemetry Based Indoor Localization Accurate indoor localization with zero start-up cost,
Reference 25
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 da543df6-f0b8-44fa-9750-e8f87ae868e7 · outbound
Transforming Decoder-Only Transformers for Accurate WiFi-Telemetry Based Indoor Localization {ArrayTrack}: A{Fine-Grained}indoor location system,
Reference 26
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 6be91c94-778f-467c-ab0a-1c092f972f27 · outbound
Transforming Decoder-Only Transformers for Accurate WiFi-Telemetry Based Indoor Localization Spotfi: Decimeter level localization using wifi,
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 70c64a71-bb51-426f-9130-b2cb9f1c5477 · outbound
Transforming Decoder-Only Transformers for Accurate WiFi-Telemetry Based Indoor Localization Enabling phased array signal processing for mobile wifi devices,
Reference 28
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 1c1fa5a9-3257-4771-b0ea-fa67465b9057 · outbound
Transforming Decoder-Only Transformers for Accurate WiFi-Telemetry Based Indoor Localization Estimation of signal parameters via rotational invariance techniques-esprit,
Reference 29
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 b8b4d0a6-ffbe-4bda-b7a2-4b73fbfc815b · outbound
Transforming Decoder-Only Transformers for Accurate WiFi-Telemetry Based Indoor Localization Esp32 series datasheet,
Reference 30
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 26eac558-e962-4567-bd1c-c0b3d2ef14dd · outbound
Transforming Decoder-Only Transformers for Accurate WiFi-Telemetry Based Indoor Localization Raspberry pi documentation,
Reference 31
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 5b031ab5-7068-49f6-ba9f-8672f8d8e7a3 · outbound
Transforming Decoder-Only Transformers for Accurate WiFi-Telemetry Based Indoor Localization Are decoder-only language models better than encoder-only language models in understanding word meaning?
Reference 32
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 9cc275fb-7424-4e43-b3e9-5a407f17687a · outbound
Transforming Decoder-Only Transformers for Accurate WiFi-Telemetry Based Indoor Localization BERT: A Review of Applications in Natural Language Processing and Understanding
Reference 33
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2210d325-0e32-40f9-9328-917975fa2452 · outbound
Transforming Decoder-Only Transformers for Accurate WiFi-Telemetry Based Indoor Localization Mining limited data sufficiently: A bert-inspired approach for csi time series application in wireless communication and sensing,
Reference 34
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a798b53b-65c5-446a-94d0-98ceac089e6a · outbound
Transforming Decoder-Only Transformers for Accurate WiFi-Telemetry Based Indoor Localization Bert (bidirectional encoder representations from transformers) for missing data imputation in solar irradiance time series,
Reference 35
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 696bb49e-1993-4f97-91e6-dc8fa9f1c010 · outbound
Transforming Decoder-Only Transformers for Accurate WiFi-Telemetry Based Indoor Localization GPT-4 Technical Report
Reference 36
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 28ccce8f-90c1-4122-b379-5124a303afdd · outbound
Transforming Decoder-Only Transformers for Accurate WiFi-Telemetry Based Indoor Localization LLaMA: Open and Efficient Foundation Language Models
Reference 37
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 61f862ee-352e-4a3e-ba98-3759f169b5c0 · outbound
Transforming Decoder-Only Transformers for Accurate WiFi-Telemetry Based Indoor Localization Netllm: Adapting large language models for networking,
Reference 38
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7114263e-0b87-41da-9113-f7a139e71754 · outbound
Transforming Decoder-Only Transformers for Accurate WiFi-Telemetry Based Indoor Localization WirelessLLM: Empowering Large Language Models Towards Wireless Intelligence
Reference 39
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c56a1c99-8294-4816-8c15-51a0eacc6ea6 · outbound
Transforming Decoder-Only Transformers for Accurate WiFi-Telemetry Based Indoor Localization Large language models can be zero-shot anomaly detectors for time series?
Reference 40
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 475f4a9d-5043-44c1-8cdf-de7c0ab1c9f4 · outbound
Transforming Decoder-Only Transformers for Accurate WiFi-Telemetry Based Indoor Localization Finding the missing data: A bert-inspired approach against package loss in wireless sensing,
Reference 41
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6b4728f0-52b4-470d-9bee-0d088ed7f259 · outbound
Transforming Decoder-Only Transformers for Accurate WiFi-Telemetry Based Indoor Localization Understanding localization by a tailored gpt,
Reference 42
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 78e125e8-48ae-4254-ab5e-20737886e7b8 · outbound
Transforming Decoder-Only Transformers for Accurate WiFi-Telemetry Based Indoor Localization From Words to Numbers: Your Large Language Model Is Secretly A Capable Regressor When Given In-Context Examples
Reference 43
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8a365d16-84cc-48db-81cb-d73a532e551a · outbound
Transforming Decoder-Only Transformers for Accurate WiFi-Telemetry Based Indoor Localization Understanding LLM Embeddings for Regression
Reference 44
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 19ba5e07-0ab9-4321-bd31-a20ff51bb177 · outbound
Transforming Decoder-Only Transformers for Accurate WiFi-Telemetry Based Indoor Localization Think Inside the JSON: Reinforcement Strategy for Strict LLM Schema Adherence
Reference 45
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9459f136-cac6-472e-ac6d-fb5a88f5505f · outbound
Transforming Decoder-Only Transformers for Accurate WiFi-Telemetry Based Indoor Localization Large Language Model Alignment: A Survey
Reference 46
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4d491606-998b-4749-9ad3-6971c316ef82 · outbound
Transforming Decoder-Only Transformers for Accurate WiFi-Telemetry Based Indoor Localization Llama-3.2-1b-instruct-bf16,
Reference 47
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 524cafcc-a6e9-4207-aa44-9b1da076a3da · outbound
Transforming Decoder-Only Transformers for Accurate WiFi-Telemetry Based Indoor Localization Llama-3.2-3b-bf16,
Reference 48
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 497b7c01-ed21-4592-a5f2-405d75d9c106 · outbound
Transforming Decoder-Only Transformers for Accurate WiFi-Telemetry Based Indoor Localization Deephermes-3-llama-3-8b-preview-bf16,
Reference 49
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 68102d00-2779-4052-95ab-cd2fc629496f · outbound
Transforming Decoder-Only Transformers for Accurate WiFi-Telemetry Based Indoor Localization LLaMA Beyond English: An Empirical Study on Language Capability Transfer
Reference 50
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ee0659b4-409f-4153-bb66-ae07a3a35faa · outbound
Transforming Decoder-Only Transformers for Accurate WiFi-Telemetry Based Indoor Localization How Abilities in Large Language Models are Affected by Supervised Fine-tuning Data Composition
Reference 51
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 740bf5dd-ceb4-439a-ac46-4e0025b73d7d · outbound
Transforming Decoder-Only Transformers for Accurate WiFi-Telemetry Based Indoor Localization Lora: Low-rank adaptation of large language models
Reference 52
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0887c6e0-ce1f-430f-b2a5-1d5948a8e231 · outbound
Transforming Decoder-Only Transformers for Accurate WiFi-Telemetry Based Indoor Localization MLX: Efficient and flexible machine learning on apple silicon,
Reference 53
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 614cba49-a71b-4e57-ba1e-5b3dffc5d78a · outbound
Transforming Decoder-Only Transformers for Accurate WiFi-Telemetry Based Indoor Localization When Scaling Meets LLM Finetuning: The Effect of Data, Model and Finetuning Method
Reference 54
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation afc48232-d3c0-4115-b018-c7e14300a362 · outbound
Transforming Decoder-Only Transformers for Accurate WiFi-Telemetry Based Indoor Localization Fine-tuning guide,
Reference 55
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 e04c785e-4648-405e-83eb-187dca9edb59 · outbound
Transforming Decoder-Only Transformers for Accurate WiFi-Telemetry Based Indoor Localization Training Compute-Optimal Large Language Models
Reference 56
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 57ad2c5b-62aa-4708-8e86-3098aff3b33e · outbound
Transforming Decoder-Only Transformers for Accurate WiFi-Telemetry Based Indoor Localization WiFi RSS & RTT dataset with different LOS conditions for indoor positioning,
Reference 57
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 d6161285-7ae3-41a3-adf4-e5d37fdb4552 · outbound
Transforming Decoder-Only Transformers for Accurate WiFi-Telemetry Based Indoor Localization A universal method to combat multipaths for rfid sensing,
Reference 58
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 4d68af3b-7f59-4557-b173-7c65afa2723e · outbound
Transforming Decoder-Only Transformers for Accurate WiFi-Telemetry Based Indoor Localization A wifi rss-rtt indoor positioning system using dynamic model switching algorithm,
Reference 59
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 97e4f084-574c-4f6f-9003-fa71337f737b · outbound
Transforming Decoder-Only Transformers for Accurate WiFi-Telemetry Based Indoor Localization Spotfi: Decimeter level localization using wifi,
Reference 60
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 26b74621-2bc0-4bb5-ba22-1d8b2a40f769 · outbound
Transforming Decoder-Only Transformers for Accurate WiFi-Telemetry Based Indoor Localization Tokenizer choice for llm training: Negligible or crucial?
Reference 61
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 a65a477e-01a7-4ecc-a0b4-4d9e2f321c42 · outbound
Transforming Decoder-Only Transformers for Accurate WiFi-Telemetry Based Indoor Localization How Susceptible are LLMs to Influence in Prompts?
Reference 62
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a5f87f7f-7bc1-45bb-9057-347d47785d7d · outbound
Transforming Decoder-Only Transformers for Accurate WiFi-Telemetry Based Indoor Localization A geometric interpretation of trilateration for rss-based localization,
Reference 63
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 066b8535-f539-4d64-b144-00f4c7fc9c54 · outbound
Transforming Decoder-Only Transformers for Accurate WiFi-Telemetry Based Indoor Localization Towards Optimizing the Costs of LLM Usage
Reference 64
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6e6d2054-5a08-485f-b4eb-0107a6906e0b · outbound
Transforming Decoder-Only Transformers for Accurate WiFi-Telemetry Based Indoor Localization The Era of 1-bit LLMs: All Large Language Models are in 1.58 Bits
Reference 65
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 361c69a5-2303-4cfa-9979-b8e50c574247 · outbound
Transforming Decoder-Only Transformers for Accurate WiFi-Telemetry Based Indoor Localization BitNet b1.58 2B4T Technical Report
Reference 66
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
No inbound Pith citation observations are available.