Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-08T13:21:08.376430Z
Paper Citation Record · LEDGER
As of 9 August 2026, this Paper Citation Record lists 48 of 48 outbound references and 0 inbound Pith citation observations for arXiv:2502.07257.
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 2026-08-08T13:21:08.376430Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+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
48 of 48 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 4f0e93f2-eb5f-437f-806d-12b5f0294a18 · outbound
Testing Practices, Challenges, and Developer Perspectives in Open-Source IoT Platforms Number of internet of things (iot) connected devices worldwide from 2019 to 2023, with forecasts from 2022 to 2030
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5b8146f0-39a1-42a3-813d-1f6f501a4892 · outbound
Testing Practices, Challenges, and Developer Perspectives in Open-Source IoT Platforms A Study of Data Store-based Home Automation,
Reference 2
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 1a9324a5-ce7d-4be1-a3eb-c02907bba4a1 · outbound
Testing Practices, Challenges, and Developer Perspectives in Open-Source IoT Platforms Helion: Enabling a Natural Perspective of Home Automation
Reference 3
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 7c454f82-ad49-418c-b5b3-a1e22254c87b · outbound
Testing Practices, Challenges, and Developer Perspectives in Open-Source IoT Platforms Technogym connected gym equipment
Reference 4
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 95c0878b-8d32-4e7f-9b8f-598b9b86d338 · outbound
Testing Practices, Challenges, and Developer Perspectives in Open-Source IoT Platforms A decade review on smart cities: Paradigms, challenges and opportunities,
Reference 5
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 601acf9f-9286-4c1c-a4c7-c7ab645bc66d · outbound
Testing Practices, Challenges, and Developer Perspectives in Open-Source IoT Platforms IoT Bugs and Development Challenges,
Reference 6
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 6c668370-a73c-48eb-9bf1-d7a71ba4f0a3 · outbound
Testing Practices, Challenges, and Developer Perspectives in Open-Source IoT Platforms On the challenges novice programmers experience in developing iot systems: A survey,
Reference 7
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 895fb06a-54a5-43c2-88ef-b30bfd024c93 · outbound
Testing Practices, Challenges, and Developer Perspectives in Open-Source IoT Platforms How is open source software development different in popular iot projects?
Reference 8
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 cb32a0e4-1333-49fa-8c15-5f184807ab2b · outbound
Testing Practices, Challenges, and Developer Perspectives in Open-Source IoT Platforms openHAB
Reference 9
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 5fbfd45d-e44c-465f-a7ed-e170f4857379 · outbound
Testing Practices, Challenges, and Developer Perspectives in Open-Source IoT Platforms Home Assistant
Reference 10
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 9eca2152-455b-4c5d-acfe-ae1570d28a3c · outbound
Testing Practices, Challenges, and Developer Perspectives in Open-Source IoT Platforms Methods2Test: A dataset of focal methods mapped to test cases
Reference 11
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 6a2a38a0-24b1-4419-a2b6-04092fe22791 · outbound
Testing Practices, Challenges, and Developer Perspectives in Open-Source IoT Platforms Nest App
Reference 12
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 2111961a-199b-4c1e-bbd1-651c8643cd01 · outbound
Testing Practices, Challenges, and Developer Perspectives in Open-Source IoT Platforms Iot testing study online appendix
Reference 13
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 c8da10df-65de-45d8-b8e9-e311d22d68be · outbound
Testing Practices, Challenges, and Developer Perspectives in Open-Source IoT Platforms Enabling Mutation Testing for Android Apps
Reference 14
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 e405200c-1425-4acf-9bb3-b2d61a4fd345 · outbound
Testing Practices, Challenges, and Developer Perspectives in Open-Source IoT Platforms Challenges of testing complex internet of things (iot) devices and systems,
Reference 15
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 3a92be9e-94ec-4be1-bf4e-d102176cabed · outbound
Testing Practices, Challenges, and Developer Perspectives in Open-Source IoT Platforms Testing IoT systems using a hybrid simulation based testing approach,
Reference 16
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 8000184b-9718-43c5-9140-d1302f08e691 · outbound
Testing Practices, Challenges, and Developer Perspectives in Open-Source IoT Platforms Tree-sitter Introduction
Reference 17
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 e4e4de7f-a3f7-4498-89a1-7480652687a6 · outbound
Testing Practices, Challenges, and Developer Perspectives in Open-Source IoT Platforms Amazon Alexa
Reference 18
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 89d1bd75-9575-4ba1-861b-61c1c3ec36f7 · outbound
Testing Practices, Challenges, and Developer Perspectives in Open-Source IoT Platforms Homekit
Reference 19
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 accecaf4-0920-4ed1-b554-d84c7b4b243e · outbound
Testing Practices, Challenges, and Developer Perspectives in Open-Source IoT Platforms Braun and V
Reference 20
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 80fbcf2f-9ed6-41dd-a921-44eff95fe7fc · outbound
Testing Practices, Challenges, and Developer Perspectives in Open-Source IoT Platforms “False negative - that one is going to kill you
Reference 21
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 c3dd1f71-58a3-4d94-801e-69113227433e · outbound
Testing Practices, Challenges, and Developer Perspectives in Open-Source IoT Platforms XUAT-Copilot: Multi-Agent Collaborative System for Automated User Acceptance Testing with Large Language Model
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 98e79878-e962-491d-8128-1a0405fea820 · outbound
Testing Practices, Challenges, and Developer Perspectives in Open-Source IoT Platforms Chapter 3 efficient and effective exploratory testing of large-scale software systems,
Reference 23
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 5d696e8f-e153-4155-bb6c-84c45ae4cf37 · outbound
Testing Practices, Challenges, and Developer Perspectives in Open-Source IoT Platforms Modelling android applications through static analysis and systematic exploratory testing,
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 15216a32-5fc3-4a80-b599-14a9d31ffaee · outbound
Testing Practices, Challenges, and Developer Perspectives in Open-Source IoT Platforms On effectiveness and efficiency of gamified exploratory GUI testing,
Reference 25
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 cc32015d-ac0e-438d-a406-3d5c903102e8 · outbound
Testing Practices, Challenges, and Developer Perspectives in Open-Source IoT Platforms Apache jmeter,
Reference 26
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 c9b57164-848d-44ea-8ba6-72f52e5cfcf8 · outbound
Testing Practices, Challenges, and Developer Perspectives in Open-Source IoT Platforms (2023) gatling: Modern Load Testing as Code
Reference 27
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 64fc34cc-ead5-4e74-baf0-596e875bf85b · outbound
Testing Practices, Challenges, and Developer Perspectives in Open-Source IoT Platforms (2023) taurus: Automation-friendly framework for Continuous Testing
Reference 28
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 1393d5d1-1b53-47e8-b286-5fdf41fc856e · outbound
Testing Practices, Challenges, and Developer Perspectives in Open-Source IoT Platforms (2023) General Data Protection Regulation (GDPR) – Official Legal Text
Reference 29
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 2751ef0c-2b36-4fea-bbbe-eb2c711c5753 · outbound
Testing Practices, Challenges, and Developer Perspectives in Open-Source IoT Platforms California Privacy Rights Act of 2020 (“CPRA
Reference 30
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 1733eb12-eca4-449f-8509-94a91f1b0aff · outbound
Testing Practices, Challenges, and Developer Perspectives in Open-Source IoT Platforms Software testing: Survey of the industry practices,
Reference 31
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 5bdfe332-8dcc-4bcb-9271-4bfa41fac92e · outbound
Testing Practices, Challenges, and Developer Perspectives in Open-Source IoT Platforms Practitioners’ Views on Good Software Testing Practices,
Reference 32
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 0c229833-5fef-439b-b773-410a88486c53 · outbound
Testing Practices, Challenges, and Developer Perspectives in Open-Source IoT Platforms How do developers test android applications?
Reference 33
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 18515265-e3e6-4036-a29c-ae16d4004a78 · outbound
Testing Practices, Challenges, and Developer Perspectives in Open-Source IoT Platforms Looking from the mirror: Evaluating iot device security through mobile companion apps,
Reference 34
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 02d669f3-fcb6-45d1-9a87-ad3558cbfee3 · outbound
Testing Practices, Challenges, and Developer Perspectives in Open-Source IoT Platforms Internet of things as system of systems: A review of methodologies, frameworks, platforms, and tools,
Reference 35
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 9d6441ce-e94d-4427-8289-e6aa153ca6c2 · outbound
Testing Practices, Challenges, and Developer Perspectives in Open-Source IoT Platforms Testing techniques in iot-based systems,
Reference 36
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 ab8fdbc4-eab7-4385-ac6d-b8b26ddcef00 · outbound
Testing Practices, Challenges, and Developer Perspectives in Open-Source IoT Platforms Trace2TAP: Synthesizing Trigger-Action Programs from Traces of Behavior,
Reference 37
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7120f0c8-c10c-4ab2-a36c-92eff9025f00 · outbound
Testing Practices, Challenges, and Developer Perspectives in Open-Source IoT Platforms How Users Interpret Bugs in Trigger-Action Programming,
Reference 38
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e8e63488-55d7-4865-8fae-9bb6e8811710 · outbound
Testing Practices, Challenges, and Developer Perspectives in Open-Source IoT Platforms What are iot systems for real? an experts’ survey on software engineering aspects,
Reference 39
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 4b1817b1-9a07-4c87-87c8-6ae167e83abb · outbound
Testing Practices, Challenges, and Developer Perspectives in Open-Source IoT Platforms Interoperability and integration testing methods for iot systems: A systematic mapping study,
Reference 40
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 1f85249a-3286-498f-a650-4ec82f25a7f4 · outbound
Testing Practices, Challenges, and Developer Perspectives in Open-Source IoT Platforms Iot bugs and development challenges,
Reference 41
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 da73d68e-8640-4f8d-9c06-bb0f117f9bd7 · outbound
Testing Practices, Challenges, and Developer Perspectives in Open-Source IoT Platforms Learning-based methods for cyber attacks detection in iot systems: A survey on methods, analysis, and future prospects,
Reference 42
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 315398ca-c9e8-4c7a-a3fe-cf6f169c8d7b · outbound
Testing Practices, Challenges, and Developer Perspectives in Open-Source IoT Platforms Detecting vulnerability on iot device firmware: A survey,
Reference 43
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 533c9a71-8b8e-4796-a7d9-82df1fac233e · outbound
Testing Practices, Challenges, and Developer Perspectives in Open-Source IoT Platforms Understanding IoT Security from a Market-Scale Perspective,
Reference 44
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation db497857-8fe8-4396-9a32-22d938f4af41 · outbound
Testing Practices, Challenges, and Developer Perspectives in Open-Source IoT Platforms State-of- the-art survey of artificial intelligent techniques for iot security,
Reference 45
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 01181e3a-6e36-4294-a558-579721486045 · outbound
Testing Practices, Challenges, and Developer Perspectives in Open-Source IoT Platforms Why Crypto-detectors Fail: A Systematic Evaluation of Cryptographic Misuse Detection Techniques,
Reference 46
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5d528e3f-c7a9-4e8a-a523-7c2f14185c13 · outbound
Testing Practices, Challenges, and Developer Perspectives in Open-Source IoT Platforms Survey of Testing Methods and Testbed Development Concerning Internet of Things,
Reference 47
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 4cd8c949-7fe0-4995-9c85-bdf028d877c4 · outbound
Testing Practices, Challenges, and Developer Perspectives in Open-Source IoT Platforms Available: https://doi.org/10.1007/s11277-021-09124-5 12
Reference 2022
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.
No inbound Pith citation observations are available.