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Paper Citation Record · LEDGER

Testing Practices, Challenges, and Developer Perspectives in Open-Source IoT Platforms

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.

pith.paper-citation-record.v1
2502.07257 v1

Coverage vector

measured 48 of 48 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-08T13:21:08.376430Z

measured 48 of 48 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+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

48 of 48 outbound references displayed

  • verified exact7
  • verified fuzzy32
  • unresolved7
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch2

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 4f0e93f2-eb5f-437f-806d-12b5f0294a18 · outbound

This paper cites Number of internet of things (iot) connected devices worldwide from 2019 to 2023, with forecasts from 2022 to 2030.

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

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 5b8146f0-39a1-42a3-813d-1f6f501a4892 · outbound

This paper cites A Study of Data Store-based Home Automation,.

Testing Practices, Challenges, and Developer Perspectives in Open-Source IoT Platforms A Study of Data Store-based Home Automation,

Reference 2

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T13:21:08.203126Z digest=sha256:25333f3e650c06b78a02106d8e568e00c377531d644f02d56ccbdc855e18e7ca

Observation 1a9324a5-ce7d-4be1-a3eb-c02907bba4a1 · outbound

This paper cites Helion: Enabling a Natural Perspective of Home Automation.

Testing Practices, Challenges, and Developer Perspectives in Open-Source IoT Platforms Helion: Enabling a Natural Perspective of Home Automation

Reference 3

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local_arxiv, observed 2026-08-08T13:21:09.132572Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T13:21:08.206937Z digest=sha256:15cf8a7166b08e5bd3a296dd04e29b64e6305ca1f26e070513800b6ca7456a83

Observation 7c454f82-ad49-418c-b5b3-a1e22254c87b · outbound

This paper cites Technogym connected gym equipment.

Testing Practices, Challenges, and Developer Perspectives in Open-Source IoT Platforms Technogym connected gym equipment

Reference 4

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T13:21:08.211408Z digest=sha256:2f68b6b7908949e9f0506e46ab0e742f7846b79fd1ccca88f317a8a008dc89c8

Observation 95c0878b-8d32-4e7f-9b8f-598b9b86d338 · outbound

This paper cites A decade review on smart cities: Paradigms, challenges and opportunities,.

Testing Practices, Challenges, and Developer Perspectives in Open-Source IoT Platforms A decade review on smart cities: Paradigms, challenges and opportunities,

Reference 5

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T13:21:08.215196Z digest=sha256:30d5682d151b688d2e01b2f1f54e73ae46b091946b4cbc61f9a703f42c2d4e30

Observation 601acf9f-9286-4c1c-a4c7-c7ab645bc66d · outbound

This paper cites IoT Bugs and Development Challenges,.

Testing Practices, Challenges, and Developer Perspectives in Open-Source IoT Platforms IoT Bugs and Development Challenges,

Reference 6

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T13:21:08.219311Z digest=sha256:4e16af9763de83e6fca5bd214e1f0c83edc71260be0053cd25095596625916e2

Observation 6c668370-a73c-48eb-9bf1-d7a71ba4f0a3 · outbound

This paper cites On the challenges novice programmers experience in developing iot systems: A survey,.

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

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T13:21:08.223241Z digest=sha256:446e579d7f9fbab8baec040a6b68d7a0cc3d0a94d8f1b6db6a7fdb7fb6accd08

Observation 895fb06a-54a5-43c2-88ef-b30bfd024c93 · outbound

This paper cites How is open source software development different in popular iot projects?.

Testing Practices, Challenges, and Developer Perspectives in Open-Source IoT Platforms How is open source software development different in popular iot projects?

Reference 8

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T13:21:08.227727Z digest=sha256:cc77da0f64d3ec93eb7f0070302bb3da145a86d82666619cdb9061b1f361e872

Observation cb32a0e4-1333-49fa-8c15-5f184807ab2b · outbound

This paper cites openHAB.

Testing Practices, Challenges, and Developer Perspectives in Open-Source IoT Platforms openHAB

Reference 9

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T13:21:08.231591Z digest=sha256:613cf2cbf6431174f31dfe532141cd36e46f30bf1e4ee3bd00dd158a5feabce9

Observation 5fbfd45d-e44c-465f-a7ed-e170f4857379 · outbound

This paper cites Home Assistant.

Testing Practices, Challenges, and Developer Perspectives in Open-Source IoT Platforms Home Assistant

Reference 10

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T13:21:08.235631Z digest=sha256:925f2656da997b06e1e3912ede7ff8637b6159bac1b95e7107422d74bef00ccf

Observation 9eca2152-455b-4c5d-acfe-ae1570d28a3c · outbound

This paper cites Methods2Test: A dataset of focal methods mapped to test cases.

Testing Practices, Challenges, and Developer Perspectives in Open-Source IoT Platforms Methods2Test: A dataset of focal methods mapped to test cases

Reference 11

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local_arxiv, observed 2026-08-08T13:21:09.018616Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T13:21:08.239480Z digest=sha256:0eb8bac079a1103ac33752c0e05164dcf76d8032db372047ac187b54e5ab24d8

Observation 6a2a38a0-24b1-4419-a2b6-04092fe22791 · outbound

This paper cites Nest App.

Testing Practices, Challenges, and Developer Perspectives in Open-Source IoT Platforms Nest App

Reference 12

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T13:21:08.243735Z digest=sha256:201b4e7572aba697d085ebb2903fff1e3fe691c089fd129764d7bc7c4c78e802

Observation 2111961a-199b-4c1e-bbd1-651c8643cd01 · outbound

This paper cites Iot testing study online appendix.

Testing Practices, Challenges, and Developer Perspectives in Open-Source IoT Platforms Iot testing study online appendix

Reference 13

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T13:21:08.247996Z digest=sha256:9918ac459fa5ea9c182c965de0751469c30d7f88bbe366d3fb7a86e74e731282

Observation c8da10df-65de-45d8-b8e9-e311d22d68be · outbound

This paper cites Enabling Mutation Testing for Android Apps.

Testing Practices, Challenges, and Developer Perspectives in Open-Source IoT Platforms Enabling Mutation Testing for Android Apps

Reference 14

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local_arxiv, observed 2026-08-08T13:21:09.000845Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T13:21:08.252014Z digest=sha256:b0e39140bfa5216b876ea512c2b4845c3dc6ee886ffdee77c6102ca71446a4d4

Observation e405200c-1425-4acf-9bb3-b2d61a4fd345 · outbound

This paper cites Challenges of testing complex internet of things (iot) devices and systems,.

Testing Practices, Challenges, and Developer Perspectives in Open-Source IoT Platforms Challenges of testing complex internet of things (iot) devices and systems,

Reference 15

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raw_fallback, observed 2026-08-08T13:21:09.606944Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T13:21:08.256377Z digest=sha256:88e352d469e00c918fc3ed9d17cf79fba78a80da1d6cadbd0b099ba69ff37fad

Observation 3a92be9e-94ec-4be1-bf4e-d102176cabed · outbound

This paper cites Testing IoT systems using a hybrid simulation based testing approach,.

Testing Practices, Challenges, and Developer Perspectives in Open-Source IoT Platforms Testing IoT systems using a hybrid simulation based testing approach,

Reference 16

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doi, observed 2026-08-08T13:21:08.445509Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T13:21:08.260294Z digest=sha256:bf74a614d82ff30478223b89e0747e6e9020d9afe7018a06692dd75a43f85d7e

Observation 8000184b-9718-43c5-9140-d1302f08e691 · outbound

This paper cites Tree-sitter Introduction.

Testing Practices, Challenges, and Developer Perspectives in Open-Source IoT Platforms Tree-sitter Introduction

Reference 17

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No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T13:21:08.264388Z digest=sha256:9a1b385badb98a8b4453ed3040c420a4909e1025d0e147bc0061c90b1d2a15e8

Observation e4e4de7f-a3f7-4498-89a1-7480652687a6 · outbound

This paper cites Amazon Alexa.

Testing Practices, Challenges, and Developer Perspectives in Open-Source IoT Platforms Amazon Alexa

Reference 18

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No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T13:21:08.268813Z digest=sha256:13cfe3f910f7c2878bd127ded8234408da606aae11cf6df48da135e2d5da2f32

Observation 89d1bd75-9575-4ba1-861b-61c1c3ec36f7 · outbound

This paper cites Homekit.

Testing Practices, Challenges, and Developer Perspectives in Open-Source IoT Platforms Homekit

Reference 19

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No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T13:21:08.272874Z digest=sha256:4f983d654e38277e27503d89ed3f5134bef36aa250728b1891303a0774119278

Observation accecaf4-0920-4ed1-b554-d84c7b4b243e · outbound

This paper cites Braun and V.

Testing Practices, Challenges, and Developer Perspectives in Open-Source IoT Platforms Braun and V

Reference 20

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No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T13:21:08.276650Z digest=sha256:cc10f9fbac52c499e02703ba0370457b953abb9b4756f49ad67c6c473c9c7489

Observation 80fbcf2f-9ed6-41dd-a921-44eff95fe7fc · outbound

This paper cites “False negative - that one is going to kill you.

Testing Practices, Challenges, and Developer Perspectives in Open-Source IoT Platforms “False negative - that one is going to kill you

Reference 21

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T13:21:08.280459Z digest=sha256:8698c1342e9cf8cf21b596069879264da08600ce2c7e3911a65041f24d5b837a

Observation c3dd1f71-58a3-4d94-801e-69113227433e · outbound

This paper cites XUAT-Copilot: Multi-Agent Collaborative System for Automated User Acceptance Testing with Large Language Model.

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

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T13:21:08.284315Z digest=sha256:15bcd5622ab1d42122b7301ad3f138707b6e334bf22057c05dc9e95019efc2c3

Observation 98e79878-e962-491d-8128-1a0405fea820 · outbound

This paper cites Chapter 3 efficient and effective exploratory testing of large-scale software systems,.

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

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No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T13:21:08.288640Z digest=sha256:d18d97d438247a2f056f19e8a89bfe4ff0de9c415502c610a3766831e83770b0

Observation 5d696e8f-e153-4155-bb6c-84c45ae4cf37 · outbound

This paper cites Modelling android applications through static analysis and systematic exploratory testing,.

Testing Practices, Challenges, and Developer Perspectives in Open-Source IoT Platforms Modelling android applications through static analysis and systematic exploratory testing,

Reference 24

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T13:21:08.291939Z digest=sha256:690b61072409bbec4044e3d43c829e730141e4942d549a9344954bec562acb5a

Observation 15216a32-5fc3-4a80-b599-14a9d31ffaee · outbound

This paper cites On effectiveness and efficiency of gamified exploratory GUI testing,.

Testing Practices, Challenges, and Developer Perspectives in Open-Source IoT Platforms On effectiveness and efficiency of gamified exploratory GUI testing,

Reference 25

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No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T13:21:08.295166Z digest=sha256:075a4b41f30e136c57c1e09b0bcc13de7327872df21e020e8422881f5672729a

Observation cc32015d-ac0e-438d-a406-3d5c903102e8 · outbound

This paper cites Apache jmeter,.

Testing Practices, Challenges, and Developer Perspectives in Open-Source IoT Platforms Apache jmeter,

Reference 26

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raw_fallback, observed 2026-08-08T13:21:09.523782Z

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No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T13:21:08.298382Z digest=sha256:cf5b6866900c428591241321bdf3920ff6fc8d8fc65038b860f4ea481934a100

Observation c9b57164-848d-44ea-8ba6-72f52e5cfcf8 · outbound

This paper cites (2023) gatling: Modern Load Testing as Code.

Testing Practices, Challenges, and Developer Perspectives in Open-Source IoT Platforms (2023) gatling: Modern Load Testing as Code

Reference 27

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raw_fallback, observed 2026-08-08T13:21:09.511707Z

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No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T13:21:08.301678Z digest=sha256:b0c0da98acb97073ba8e8c9f8649d21af1dcbb8b7b5b2a5cecf9d754ee1fc64e

Observation 64fc34cc-ead5-4e74-baf0-596e875bf85b · outbound

This paper cites (2023) taurus: Automation-friendly framework for Continuous Testing.

Testing Practices, Challenges, and Developer Perspectives in Open-Source IoT Platforms (2023) taurus: Automation-friendly framework for Continuous Testing

Reference 28

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raw_fallback, observed 2026-08-08T13:21:09.499076Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T13:21:08.305002Z digest=sha256:9974efc3e830ee4d9a0b2010a9774d10c44d61fa377b8caf91d816ac31550748

Observation 1393d5d1-1b53-47e8-b286-5fdf41fc856e · outbound

This paper cites (2023) General Data Protection Regulation (GDPR) – Official Legal Text.

Testing Practices, Challenges, and Developer Perspectives in Open-Source IoT Platforms (2023) General Data Protection Regulation (GDPR) – Official Legal Text

Reference 29

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T13:21:08.308350Z digest=sha256:a530c149eb2f63e4fd73c28ffbdc0d2e4bc9216da49c886bd3ee4e5f01d9a9cc

Observation 2751ef0c-2b36-4fea-bbbe-eb2c711c5753 · outbound

This paper cites California Privacy Rights Act of 2020 (“CPRA.

Testing Practices, Challenges, and Developer Perspectives in Open-Source IoT Platforms California Privacy Rights Act of 2020 (“CPRA

Reference 30

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raw_fallback, observed 2026-08-08T13:21:09.474463Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T13:21:08.311723Z digest=sha256:37112b3f92661427802c9b646b9ab1acb363b66233b7e7bb66ec52329671c7fd

Observation 1733eb12-eca4-449f-8509-94a91f1b0aff · outbound

This paper cites Software testing: Survey of the industry practices,.

Testing Practices, Challenges, and Developer Perspectives in Open-Source IoT Platforms Software testing: Survey of the industry practices,

Reference 31

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raw_fallback, observed 2026-08-08T13:21:09.462021Z

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No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T13:21:08.315084Z digest=sha256:f98e4138de6105b4d53ef4a782658aafc241eb1a1a266c3beb54415b6dd76c5b

Observation 5bdfe332-8dcc-4bcb-9271-4bfa41fac92e · outbound

This paper cites Practitioners’ Views on Good Software Testing Practices,.

Testing Practices, Challenges, and Developer Perspectives in Open-Source IoT Platforms Practitioners’ Views on Good Software Testing Practices,

Reference 32

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raw_fallback, observed 2026-08-08T13:21:08.812964Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T13:21:08.318259Z digest=sha256:978f7698a6de87e3034426ecbd6e1e988bd44a91df44192f298b5314162d4835

Observation 0c229833-5fef-439b-b773-410a88486c53 · outbound

This paper cites How do developers test android applications?.

Testing Practices, Challenges, and Developer Perspectives in Open-Source IoT Platforms How do developers test android applications?

Reference 33

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raw_fallback, observed 2026-08-08T13:21:09.449726Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T13:21:08.321654Z digest=sha256:f299afa5979de9347fb45550bcbb9b1e7639747a924c230da9d75a27820a52b7

Observation 18515265-e3e6-4036-a29c-ae16d4004a78 · outbound

This paper cites Looking from the mirror: Evaluating iot device security through mobile companion apps,.

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

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raw_fallback, observed 2026-08-08T13:21:09.437248Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T13:21:08.325004Z digest=sha256:ad7dd7476f32e1a36c78a127cc55057dbac18c3c4e07d042640fc643213a6310

Observation 02d669f3-fcb6-45d1-9a87-ad3558cbfee3 · outbound

This paper cites Internet of things as system of systems: A review of methodologies, frameworks, platforms, and tools,.

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

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raw_fallback, observed 2026-08-08T13:21:09.424506Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T13:21:08.328309Z digest=sha256:6868c1eecc5d3947a81bdfb38078e2e2943048377dbf26b2ff3bc56beed6ad94

Observation 9d6441ce-e94d-4427-8289-e6aa153ca6c2 · outbound

This paper cites Testing techniques in iot-based systems,.

Testing Practices, Challenges, and Developer Perspectives in Open-Source IoT Platforms Testing techniques in iot-based systems,

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T13:21:09.412007Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T13:21:08.331874Z digest=sha256:0b404f4debab63fba599cd2490ee297c2e010a53edf672345880655c32917d67

Observation ab8fdbc4-eab7-4385-ac6d-b8b26ddcef00 · outbound

This paper cites Trace2TAP: Synthesizing Trigger-Action Programs from Traces of Behavior,.

Testing Practices, Challenges, and Developer Perspectives in Open-Source IoT Platforms Trace2TAP: Synthesizing Trigger-Action Programs from Traces of Behavior,

Reference 37

Resolution
unresolved
no resolver link, observed 2026-08-08T13:21:08.335319Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T13:21:08.335319Z digest=sha256:c51095c5dcb2399de44ba59fb1ab0d266abbf1157914723f5cdfea4fa01df8f0

Observation 7120f0c8-c10c-4ab2-a36c-92eff9025f00 · outbound

This paper cites How Users Interpret Bugs in Trigger-Action Programming,.

Testing Practices, Challenges, and Developer Perspectives in Open-Source IoT Platforms How Users Interpret Bugs in Trigger-Action Programming,

Reference 38

Resolution
unresolved
no resolver link, observed 2026-08-08T13:21:08.338690Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T13:21:08.338690Z digest=sha256:951ae066e2e0a558966cc69c2cda014ba35ab872f19bc36828a435c45f538c17

Observation e8e63488-55d7-4865-8fae-9bb6e8811710 · outbound

This paper cites What are iot systems for real? an experts’ survey on software engineering aspects,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T13:21:09.398861Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T13:21:08.342270Z digest=sha256:e2ab3807bf95e220a24be1b6d3437a672cd254a2530a48f8ddf6e878c1944e39

Observation 4b1817b1-9a07-4c87-87c8-6ae167e83abb · outbound

This paper cites Interoperability and integration testing methods for iot systems: A systematic mapping study,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T13:21:09.385787Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T13:21:08.345677Z digest=sha256:3345c01f9bf4398ea1e442f15bbb0afc6ccaabb976002bbadcaf3ffab3ab9c15

Observation 1f85249a-3286-498f-a650-4ec82f25a7f4 · outbound

This paper cites Iot bugs and development challenges,.

Testing Practices, Challenges, and Developer Perspectives in Open-Source IoT Platforms Iot bugs and development challenges,

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T13:21:09.373142Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T13:21:08.349174Z digest=sha256:1ae012b8ce421b8f3ab45350264417f80abe3ea918c6e39c7e7792d78a6337a7

Observation da73d68e-8640-4f8d-9c06-bb0f117f9bd7 · outbound

This paper cites Learning-based methods for cyber attacks detection in iot systems: A survey on methods, analysis, and future prospects,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T13:21:09.361155Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T13:21:08.352590Z digest=sha256:326c505a561ca1341e9b1d99209a999b05f090908f2f5c7b90cd887eb364f6a2

Observation 315398ca-c9e8-4c7a-a3fe-cf6f169c8d7b · outbound

This paper cites Detecting vulnerability on iot device firmware: A survey,.

Testing Practices, Challenges, and Developer Perspectives in Open-Source IoT Platforms Detecting vulnerability on iot device firmware: A survey,

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T13:21:09.349187Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T13:21:08.356529Z digest=sha256:3cf57bcf78f5a69180e21f5a2702912904eb84e95f33cac5c7ac66000f44322b

Observation 533c9a71-8b8e-4796-a7d9-82df1fac233e · outbound

This paper cites Understanding IoT Security from a Market-Scale Perspective,.

Testing Practices, Challenges, and Developer Perspectives in Open-Source IoT Platforms Understanding IoT Security from a Market-Scale Perspective,

Reference 44

Resolution
unresolved
no resolver link, observed 2026-08-08T13:21:08.360687Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T13:21:08.360687Z digest=sha256:851e2eb671ee2437fef40fe2b212bf8d782340707c33b4c534ba5c0fdfcc541b

Observation db497857-8fe8-4396-9a32-22d938f4af41 · outbound

This paper cites State-of- the-art survey of artificial intelligent techniques for iot security,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T13:21:09.336233Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T13:21:08.364791Z digest=sha256:4f6554c295545df912b90b8d39d23b117ccce9a0036e0180e8bfc38cb67929d9

Observation 01181e3a-6e36-4294-a558-579721486045 · outbound

This paper cites Why Crypto-detectors Fail: A Systematic Evaluation of Cryptographic Misuse Detection Techniques,.

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

Resolution
unresolved
no resolver link, observed 2026-08-08T13:21:08.368761Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T13:21:08.368761Z digest=sha256:3ea00f3748cd6433d968ca10911dbc1960a126350d52a576cd7facd498151c3f

Observation 5d528e3f-c7a9-4e8a-a523-7c2f14185c13 · outbound

This paper cites Survey of Testing Methods and Testbed Development Concerning Internet of Things,.

Testing Practices, Challenges, and Developer Perspectives in Open-Source IoT Platforms Survey of Testing Methods and Testbed Development Concerning Internet of Things,

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T13:21:09.323034Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T13:21:08.372421Z digest=sha256:80f21b72f6a3877d04d9cf1f6182d6163bd604e554dd7d83660c443491026146

Observation 4cd8c949-7fe0-4995-9c85-bdf028d877c4 · outbound

This paper cites Available: https://doi.org/10.1007/s11277-021-09124-5 12.

Testing Practices, Challenges, and Developer Perspectives in Open-Source IoT Platforms Available: https://doi.org/10.1007/s11277-021-09124-5 12

Reference 2022

Resolution
verified exact
doi, observed 2026-08-08T13:21:08.409237Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T13:21:08.376430Z digest=sha256:28c4722bb48a93396c5bf7e171759238b55305c88971f8b0087241b6807ad4c2

Pith citing papers

No inbound Pith citation observations are available.