Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-15T16:12:55.766859Z
Paper Citation Record · LEDGER
As of 22 August 2026, this Paper Citation Record lists 59 of 59 outbound references and 0 inbound Pith citation observations for arXiv:2509.08485.
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 2026-08-15T16:12:55.766859Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+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
59 of 59 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 4b93210b-243b-487b-a1ef-5ba58c234a8e · outbound
Flow-Based Detection and Identification of Zero-Day IoT Cameras Global smart cameras market overview,
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 8cdcd260-8b88-4735-9a02-c64ffe510818 · outbound
Flow-Based Detection and Identification of Zero-Day IoT Cameras Smart cameras market,
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation c6cbd09a-9850-453b-b532-b0a508559f41 · outbound
Flow-Based Detection and Identification of Zero-Day IoT Cameras Voices of first responders—nationwide public safety com- munication survey methodology: Development, dissemination, and demographics,
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 0dfda90f-9d20-47fb-94aa-1accce71c071 · outbound
Flow-Based Detection and Identification of Zero-Day IoT Cameras Con- siderations for managing internet of things (iot) cybersecurity and privacy risks,
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 80959136-365d-40d8-9936-270d3e34b3ce · outbound
Flow-Based Detection and Identification of Zero-Day IoT Cameras Signature-based and behavior-based attack detection with machine learning for home iot devices,
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 1818622a-d4a1-4653-b1a5-fec25d41f0db · outbound
Flow-Based Detection and Identification of Zero-Day IoT Cameras Network intrusion detection for iot security based on learning techniques,
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation cb234e24-f623-42a3-8bf8-ddc2aa4ad7d3 · outbound
Flow-Based Detection and Identification of Zero-Day IoT Cameras Snort: Lightweight intrusion detec- tion for networks
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation c4f11979-d272-46f1-996e-3ea0cc9dfd30 · outbound
Flow-Based Detection and Identification of Zero-Day IoT Cameras Suricata open source ids/ips/nsm engine (2019)
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 80a75041-b133-4840-9d02-692491ad601d · outbound
Flow-Based Detection and Identification of Zero-Day IoT Cameras Canary Case Study,
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 07c0523f-0a98-43ef-acf6-bb088c8fa62e · outbound
Flow-Based Detection and Identification of Zero-Day IoT Cameras An iot analysis framework: An inves- tigation of iot smart cameras’ vulnerabilities,
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 3d7ccf3d-4580-4a41-b88c-6ea1aff7d7c8 · outbound
Flow-Based Detection and Identification of Zero-Day IoT Cameras Testing iot security: The case study of an ip camera,
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation fc760ca8-bdb4-43bf-bc05-fd1b796ce3ac · outbound
Flow-Based Detection and Identification of Zero-Day IoT Cameras Investigating security and privacy of a cloud-based wireless ip camera: Netcam,
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 36451bca-26be-4247-932d-7ffbdfe1f6d3 · outbound
Flow-Based Detection and Identification of Zero-Day IoT Cameras Security analysis of emerg- ing smart home applications,
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 02ab269d-5145-405b-a521-728b26284448 · outbound
Flow-Based Detection and Identification of Zero-Day IoT Cameras Classifying iot devices in smart environments using network traffic characteristics,
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 2c9a2976-b68c-4974-81e0-128f72416b91 · outbound
Flow-Based Detection and Identification of Zero-Day IoT Cameras Iothunter: Iot net- work traffic classification using device specific keywords,
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation e6b2e636-6115-4e11-acf5-ab106d21d414 · outbound
Flow-Based Detection and Identification of Zero-Day IoT Cameras Led light bulb camera wireless ip cctv camera fisheye panoramic view, p2p, 5mp ultra hd,
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 09ff3738-696b-4f8f-82a9-f77454c76c2d · outbound
Flow-Based Detection and Identification of Zero-Day IoT Cameras Characterizing Smart Home IoT Traffic in the Wild
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation bd21e705-17f7-4a65-b8fe-ca5edfb5bed5 · outbound
Flow-Based Detection and Identification of Zero-Day IoT Cameras icamin- spector: Classify video traffic and detect iot (spy) camera flows,
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation cb32185e-dfe5-4e05-8f03-88624d326837 · outbound
Flow-Based Detection and Identification of Zero-Day IoT Cameras icaminspector,
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 61db3128-c5f2-4c36-b3df-8b2cc950eaeb · outbound
Flow-Based Detection and Identification of Zero-Day IoT Cameras Cicflowmeter-v4.0 (formerly known as is- cxflowmeter) is a network traffic bi-flow generator and analyser for anomaly detection,
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation e153f001-9807-422b-b1fd-42575812fa06 · outbound
Flow-Based Detection and Identification of Zero-Day IoT Cameras zcaminspector,
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 8e2b53a3-c702-480f-871c-114558d70843 · outbound
Flow-Based Detection and Identification of Zero-Day IoT Cameras Are there wireless hidden cameras spying on me?
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation d8eba7b9-9bbb-47a4-9acd-16045a991beb · outbound
Flow-Based Detection and Identification of Zero-Day IoT Cameras Dewicam: Detecting hidden wireless cameras via smartphones,
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f78700e0-2e76-4d9e-9fe5-c81bd9ed4f76 · outbound
Flow-Based Detection and Identification of Zero-Day IoT Cameras Iot-praetor: Undesired behaviors detection for iot devices,
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 5ee377e9-1584-45e2-8563-6b7b8f1d0f21 · outbound
Flow-Based Detection and Identification of Zero-Day IoT Cameras The decoyport: Redirecting hackers to honeypots,
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation c6dc5428-d76c-40fc-8358-793ff592a729 · outbound
Flow-Based Detection and Identification of Zero-Day IoT Cameras Siphon: Towards scalable high-interaction physical honeypots,
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 564d3dfe-b5fa-4bbc-bf31-88b4b3808082 · outbound
Flow-Based Detection and Identification of Zero-Day IoT Cameras Detecting hidden wireless cameras through network traffic analysis,
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 3c949d89-a25e-40f2-8c3c-905c846c2995 · outbound
Flow-Based Detection and Identification of Zero-Day IoT Cameras Homonit: Monitoring smart home apps from encrypted traffic,
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 61a6a990-cb8b-46ce-b91f-1bce792c0d16 · outbound
Flow-Based Detection and Identification of Zero-Day IoT Cameras Toward detecting iot device traffic in tran- sit networks,
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 70641c13-0bf8-4b5c-9463-26c87aa1f166 · outbound
Flow-Based Detection and Identification of Zero-Day IoT Cameras Can we classify an iot device using tcp port scan?
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 02cbef61-b7e6-4e07-a04c-1269938d1aca · outbound
Flow-Based Detection and Identification of Zero-Day IoT Cameras Securing smart homes via software-defined networking and low-cost traffic classifica- tion,
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation b41e8e2b-26ef-4d81-8d0c-6d20c4aeb011 · outbound
Flow-Based Detection and Identification of Zero-Day IoT Cameras Uncovering vulnerable industrial control systems from the internet core,
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 7afca0b5-4fa0-44e8-a837-4d3655185aec · outbound
Flow-Based Detection and Identification of Zero-Day IoT Cameras Smart lamp or security camera? automatic identification of iot devices,
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation a9be5b95-2a67-4e51-901e-5a2784e31384 · outbound
Flow-Based Detection and Identification of Zero-Day IoT Cameras A framework for mitigating zero-day attacks in IoT
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation fdc62943-43b9-4026-982c-d626c1f1d759 · outbound
Flow-Based Detection and Identification of Zero-Day IoT Cameras Diot: A federated self-learning anomaly de- tection system for iot,
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 0187d7e0-8f74-4ebe-8c5c-a374e02f60fd · outbound
Flow-Based Detection and Identification of Zero-Day IoT Cameras Zero day threat detection using graph and flow based security telemetry,
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 2b918db8-a2a3-43a3-a6a6-47226ca334d1 · outbound
Flow-Based Detection and Identification of Zero-Day IoT Cameras A scalable approach to internet of things and industrial internet of things security: Evaluating adaptive self-adjusting memory k-nearest neighbor for zero-day attack detection,
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 502742e4-2dcb-422e-9c69-9fa050941b60 · outbound
Flow-Based Detection and Identification of Zero-Day IoT Cameras An adversarial approach for intrusion detection using hybrid deep learning model,
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 1f3f330d-79bd-417a-a104-41f38f01e85b · outbound
Flow-Based Detection and Identification of Zero-Day IoT Cameras Image-based zero-day malware detection in iomt devices: A hybrid ai-enabled method,
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation b43d60b8-dc9a-4ffe-8988-fdd9ee25e019 · outbound
Flow-Based Detection and Identification of Zero-Day IoT Cameras Zero-day attacks: Review of the meth- ods used based on intrusion detection and prevention systems,
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation be538bc4-f143-438b-a4fb-ffcf211d459b · outbound
Flow-Based Detection and Identification of Zero-Day IoT Cameras Hms-ids: Threat intelligence integration for zero-day exploits and advanced persistent threats in iiot,
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation fc63e80b-8d81-498b-840b-51fe57f8b949 · outbound
Flow-Based Detection and Identification of Zero-Day IoT Cameras Towards detection of zero-day botnet attack in iot networks using fed- erated learning,
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation e0425490-2172-4f20-a12e-f7fd0595a346 · outbound
Flow-Based Detection and Identification of Zero-Day IoT Cameras A zero-day container attack detec- tion based on ensemble machine learning,
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 9d0c82d2-5e6f-47f6-984b-7b966a98dcc7 · outbound
Flow-Based Detection and Identification of Zero-Day IoT Cameras Zero-day threats detection for critical infrastructures,
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 93024438-064e-4b85-b34e-dcb308fb0d1e · outbound
Flow-Based Detection and Identification of Zero-Day IoT Cameras A deep learning ensemble approach to detecting unknown network attacks,
Reference 45
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8985eff4-eec2-4767-beed-346b91ec1244 · outbound
Flow-Based Detection and Identification of Zero-Day IoT Cameras Automated iot device fingerprint- ing through encrypted stream classification,
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 6961b798-f190-42bf-b13e-2361191ad963 · outbound
Flow-Based Detection and Identification of Zero-Day IoT Cameras Iot-keeper: Detecting malicious iot network activity using online traffic anal- ysis at the edge,
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation eaedfa22-58c4-40df-89f8-29b19c1745f1 · outbound
Flow-Based Detection and Identification of Zero-Day IoT Cameras Estimating the support of a high-dimensional distri- bution,
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 971e074a-1dc8-4b34-9837-e299bcdaec6a · outbound
Flow-Based Detection and Identification of Zero-Day IoT Cameras Toward su- pervised anomaly detection,
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation f0b83a30-3db6-44fc-af36-0c1e4206e970 · outbound
Flow-Based Detection and Identification of Zero-Day IoT Cameras Isolation forest,
Reference 50
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 54dd7095-aabc-4303-bc08-9f8aef0345a9 · outbound
Flow-Based Detection and Identification of Zero-Day IoT Cameras Deep one- class classification,
Reference 51
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 8d149c29-9f04-47c7-ad4c-c8b9fb3dc707 · outbound
Flow-Based Detection and Identification of Zero-Day IoT Cameras An Efficient One-Class SVM for Anomaly Detection in the Internet of Things
Reference 52
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b09886e5-72ba-4e4c-b74b-2e9a774c0c1b · outbound
Flow-Based Detection and Identification of Zero-Day IoT Cameras Anomaly detection using unsupervised machine learning algorithms: A simulation study,
Reference 53
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation d32a0dce-cc8d-4a86-9225-450de13d95e4 · outbound
Flow-Based Detection and Identification of Zero-Day IoT Cameras Deep anomaly detection for time-series data in indus- trial iot: A communication-efficient on-device federated learning approach,
Reference 54
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation cdd55d53-fd51-4c6b-801b-dc215ae068c7 · outbound
Flow-Based Detection and Identification of Zero-Day IoT Cameras Isolation forest,
Reference 55
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3b731f3d-dc2b-44a5-91b7-13a8d3f4b95b · outbound
Flow-Based Detection and Identification of Zero-Day IoT Cameras Sparse random projection isolation forest for outlier detection,
Reference 56
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 1017b6af-f1d5-4754-b339-798482689f18 · outbound
Flow-Based Detection and Identification of Zero-Day IoT Cameras Zero-day guardian: A dual model enabled federated learning framework for handling zero-day attacks in 5g enabled iiot,
Reference 57
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 946034b1-ec25-432d-ac30-025d5e51958f · outbound
Flow-Based Detection and Identification of Zero-Day IoT Cameras Learning and Evaluating Representations for Deep One-class Classification
Reference 58
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fc77c7e9-d0b9-4c1e-b55f-9abb520f96fd · outbound
Flow-Based Detection and Identification of Zero-Day IoT Cameras I always feel like somebody’s sensing me! a framework to detect, identify, and localize clandestine wireless sensors,
Reference 59
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
No inbound Pith citation observations are available.