Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-11T15:54:49.673900Z
Paper Citation Record · LEDGER
As of 18 August 2026, this Paper Citation Record lists 45 of 45 outbound references and 2 inbound Pith citation observations for arXiv:2412.10553.
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 2026-08-11T15:54:49.673900Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-15T21:15:51.660979Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-08-15T21:15:52.624949Z
45 of 45 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 05d5edf6-7dfa-41b7-b7ab-a7f80dbbbcf5 · outbound
Edge AI-based Radio Frequency Fingerprinting for IoT Networks Internet of things: A survey on enabling technologies, JOURNAL OF LATEX CLASS FILES, VOL. XX, NO. XX, DECEMBER 2024 10 protocols, and applications,
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation cf21a84d-7b8f-41eb-af67-935c1d0bb6a6 · outbound
Edge AI-based Radio Frequency Fingerprinting for IoT Networks HarvestPrint: Securing Battery-Free Backscatter Tags through Fingerprinting,
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7345304b-a294-4d75-9a45-dbb283b29882 · outbound
Edge AI-based Radio Frequency Fingerprinting for IoT Networks Security in energy harvesting networks: A survey of current solutions and research chal- lenges,
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 05667cb9-fcd0-4c10-9602-e0eca02a5a46 · outbound
Edge AI-based Radio Frequency Fingerprinting for IoT Networks A review of radio frequency fingerprinting techniques,
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6e0e9506-afbd-498d-a7e6-05b2f0c7e5b4 · outbound
Edge AI-based Radio Frequency Fingerprinting for IoT Networks A secure and private authentication based on radio frequency fingerprinting,
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 159f8009-8784-483f-a3bb-14c620e6933f · outbound
Edge AI-based Radio Frequency Fingerprinting for IoT Networks Radio frequency fingerprinting via deep learning: Challenges and opportunities,
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7ea6b0ae-4e58-43d8-80ee-e6817fa7c27b · outbound
Edge AI-based Radio Frequency Fingerprinting for IoT Networks Radio frequency fingerprinting on the edge,
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 3115e240-7d4f-4df1-8ce5-d7c663ccaf97 · outbound
Edge AI-based Radio Frequency Fingerprinting for IoT Networks Radio-frequency fingerprinting for distributed iot networks: Authentication and qos optimization,
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 439eabf7-f2b8-4827-8bd9-0f645c541b2a · outbound
Edge AI-based Radio Frequency Fingerprinting for IoT Networks Deep residual learning for image recognition,
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d5787fa5-88b1-4e4b-b636-e5a38d19741f · outbound
Edge AI-based Radio Frequency Fingerprinting for IoT Networks Wisig: A large-scale wifi signal dataset for receiver and channel agnostic rf fingerprinting,
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation a6c96054-6a5b-4447-a61b-a3d983da7dad · outbound
Edge AI-based Radio Frequency Fingerprinting for IoT Networks Review of deep learning: concepts, cnn architectures, challenges, applications, future directions,
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7bf33ad3-4b2c-4ba0-9075-5907056a02f8 · outbound
Edge AI-based Radio Frequency Fingerprinting for IoT Networks An Introduction to Convolutional Neural Networks
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ca632e29-7e83-4911-9ac3-7ce61d121287 · outbound
Edge AI-based Radio Frequency Fingerprinting for IoT Networks Attention is all you need,
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 984b67aa-3bb8-4fd6-b57e-960c39618c08 · outbound
Edge AI-based Radio Frequency Fingerprinting for IoT Networks Edge in- telligence for empowering iot-based healthcare systems,
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 817fe7dd-28ae-4ebc-be31-94c2f205a8f6 · outbound
Edge AI-based Radio Frequency Fingerprinting for IoT Networks Survey on recent smart gateways for smart home: Systems, technologies, and chal- lenges,
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 9afc8175-4cef-4f51-885a-2b7cb37a6012 · outbound
Edge AI-based Radio Frequency Fingerprinting for IoT Networks Enabling technologies for urban smart mobility: Recent trends, opportunities and challenges,
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 82ac805c-5cc5-4ed3-b570-1d38198355e9 · outbound
Edge AI-based Radio Frequency Fingerprinting for IoT Networks Edge ai: a survey,
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation bde01006-63b7-4fa8-b1e2-7d44ac384176 · outbound
Edge AI-based Radio Frequency Fingerprinting for IoT Networks Pruning and quantization for deep neural network acceleration: A survey,
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b545de1d-e168-4949-9055-9163358d3eb7 · outbound
Edge AI-based Radio Frequency Fingerprinting for IoT Networks Distinguishable iq feature represen- tation for domain-adaptation learning of wifi device fingerprints,
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 332e7200-d997-4fa7-bd41-5ce82894a9d2 · outbound
Edge AI-based Radio Frequency Fingerprinting for IoT Networks A needle in a haystack: Distinguishable deep neural network features for domain-agnostic device fingerprinting,
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 1cf3b9d9-b1b4-4154-95c6-e2d1a25d0148 · outbound
Edge AI-based Radio Frequency Fingerprinting for IoT Networks Recent advances in open set recognition: A survey,
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation b9976095-d218-4795-86fd-f30f51fbe06c · outbound
Edge AI-based Radio Frequency Fingerprinting for IoT Networks Radio frequency fingerprint authentication based on feature fusion and contrastive learning,
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 079c94bd-b80c-4283-a9cb-0203d14e5dda · outbound
Edge AI-based Radio Frequency Fingerprinting for IoT Networks (2024) TensorFlow
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 6427a6c4-f222-47e6-86b5-bf7759821113 · outbound
Edge AI-based Radio Frequency Fingerprinting for IoT Networks (2024) Keras
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 3d4073b8-5534-4b09-a968-a90e49436f0c · outbound
Edge AI-based Radio Frequency Fingerprinting for IoT Networks Adam: A Method for Stochastic Optimization
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8a16581c-652b-4aea-8020-0ddf1947d001 · outbound
Edge AI-based Radio Frequency Fingerprinting for IoT Networks (2024) Adam Optimizer
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 25698ada-4bf0-4ecd-bc7d-d443daaa3a64 · outbound
Edge AI-based Radio Frequency Fingerprinting for IoT Networks Jamming detection in iot wireless networks: An edge-ai based approach,
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8bb504f1-d20f-4f63-9ea6-47f76c57438b · outbound
Edge AI-based Radio Frequency Fingerprinting for IoT Networks (2024) TFLite Optimize
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation ab160c9d-0b48-48ea-8410-489bc0ab9bc2 · outbound
Edge AI-based Radio Frequency Fingerprinting for IoT Networks Artificial intelligence- powered mobile edge computing-based anomaly detection in cellular networks,
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation b03d9ec5-db7b-47c4-9fcf-2e1a7900f7df · outbound
Edge AI-based Radio Frequency Fingerprinting for IoT Networks Fogai: An ai-supported fog controller for next generation iot,
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 583cda53-635a-483d-b36f-5b2786fc7942 · outbound
Edge AI-based Radio Frequency Fingerprinting for IoT Networks Security threats and artificial intelligence based countermeasures for internet of things networks: A comprehensive survey,
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 44eeebf5-f49e-4e47-bfff-eb4f0b6915ec · outbound
Edge AI-based Radio Frequency Fingerprinting for IoT Networks A review on tinyml: State-of-the-art and prospects,
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation e4406332-6a6e-41f1-a52a-84b64d695055 · outbound
Edge AI-based Radio Frequency Fingerprinting for IoT Networks A transformer-based multi- feature extraction neural network for bluetooth devices identification,
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation f19895ad-ded1-4072-ad15-b6c9a6df67e7 · outbound
Edge AI-based Radio Frequency Fingerprinting for IoT Networks Lightweight cnn-based rf fingerprint recognition method,
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation bd19c53e-0465-41b5-b25b-079e9e8ce71b · outbound
Edge AI-based Radio Frequency Fingerprinting for IoT Networks Optimized coherent integration-based radio frequency fingerprinting in internet of things,
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 39d9c632-23f8-4389-b44d-e883ac7431a5 · outbound
Edge AI-based Radio Frequency Fingerprinting for IoT Networks A convolutional neural network-based rf fingerprinting identification scheme for mobile phones,
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 84cd7a5b-41b7-4fe5-9b1e-3f84ab5c7c2a · outbound
Edge AI-based Radio Frequency Fingerprinting for IoT Networks Radio fre- quency fingerprint authentication based on feature fusion and contrastive learning,
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 870a4159-ac26-4dae-9007-6b455e89d8a2 · outbound
Edge AI-based Radio Frequency Fingerprinting for IoT Networks Radio frequency fingerprint identification for lora using deep learning,
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 044f6066-76e6-4157-89b6-d04f10f3a1c8 · outbound
Edge AI-based Radio Frequency Fingerprinting for IoT Networks Radio frequency fingerprint identification based on deep complex residual network,
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 54e31346-4049-4768-9994-b4199abe1b62 · outbound
Edge AI-based Radio Frequency Fingerprinting for IoT Networks Radio frequency fingerprint identification for security in low-cost iot devices,
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation bfd4c32d-65a9-4459-b6b3-f2dcd43764f2 · outbound
Edge AI-based Radio Frequency Fingerprinting for IoT Networks Towards scalable and channel-robust radio frequency fingerprint identification for lora,
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 0f2b3f29-a32d-4dd8-b675-59e562558c61 · outbound
Edge AI-based Radio Frequency Fingerprinting for IoT Networks Raspberry Pi 4 Model B
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 0c686db4-febc-4628-8d58-24a688e7afd2 · outbound
Edge AI-based Radio Frequency Fingerprinting for IoT Networks Espressif ESP32 DevKitC
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 147b4bc1-1f96-4f91-8f93-4d6be372550e · outbound
Edge AI-based Radio Frequency Fingerprinting for IoT Networks (2024) Coral
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 7a79b33f-14eb-4e21-9850-c48907fad3bc · outbound
Edge AI-based Radio Frequency Fingerprinting for IoT Networks Available: https://www.raspberrypi.com/products/ raspberry-pi-4-model-b/
Reference 2023
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 39c9c1fa-e021-499b-a9e2-fa39019a4d78 · inbound
AttentionGuard: Transformer-based Misbehavior Detection for Secure Vehicular Platoons Edge AI-based Radio Frequency Fingerprinting for IoT Networks
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 3e3b672f-9a18-4de1-984f-08bb6d61ff44 · inbound
Attention in Motion: Secure Platooning via Transformer-based Misbehavior Detection Edge AI-based Radio Frequency Fingerprinting for IoT Networks
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.