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Paper Citation Record · LEDGER

AutoIoT: Automated IoT Platform Using Large Language Models

As of 17 August 2026, this Paper Citation Record lists 52 of 52 outbound references and 0 inbound Pith citation observations for arXiv:2411.10665.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2411.10665 v1

Coverage vector

measured 52 of 52 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-12T19:32:01.947256Z

measured 52 of 52 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+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

52 of 52 outbound references displayed

  • verified exact0
  • verified fuzzy28
  • unresolved24
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation aa13f362-3fa5-4bae-b7ad-091504f085ee · outbound

This paper cites Sic 2: Securing microcontroller based iot devices with low-cost crypto coprocessors,.

AutoIoT: Automated IoT Platform Using Large Language Models Sic 2: Securing microcontroller based iot devices with low-cost crypto coprocessors,

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T19:32:02.765415Z

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.

source=pdf_text observed=2026-08-12T19:32:01.720831Z digest=sha256:719ef8fc39bca7a347c3fb0ffcd17ee911c4748b63d00e166f2678f0467a76b6

Observation 9e5ed4e8-8eef-4827-a1ef-e668fcd0d5a9 · outbound

This paper cites When good becomes evil: Tracking bluetooth low energy devices via allowlist-based side channel and its countermeasure,.

AutoIoT: Automated IoT Platform Using Large Language Models When good becomes evil: Tracking bluetooth low energy devices via allowlist-based side channel and its countermeasure,

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T19:32:02.754407Z

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.

source=pdf_text observed=2026-08-12T19:32:01.726000Z digest=sha256:6d8b65dc0f239ed311acaba205c42fef98575df49a339acbb5343aa798223ee3

Observation a6bd34c0-c5e7-4274-abdd-2f7afc2ecb84 · outbound

This paper cites Breaking secure pairing of bluetooth low energy using downgrade attacks,.

AutoIoT: Automated IoT Platform Using Large Language Models Breaking secure pairing of bluetooth low energy using downgrade attacks,

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T19:32:02.742144Z

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.

source=pdf_text observed=2026-08-12T19:32:01.729933Z digest=sha256:5e694b36e4f4139f44c75c83cffc038a756b14de974b4b5f4478c39cfdee88e6

Observation 4734291e-e9e4-4077-aeac-b0c72602af5f · outbound

This paper cites Riotfuzzer: Companion app assisted remote fuzzing for detecting vulnerabilities in iot devices,.

AutoIoT: Automated IoT Platform Using Large Language Models Riotfuzzer: Companion app assisted remote fuzzing for detecting vulnerabilities in iot devices,

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T19:32:02.731365Z

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.

source=pdf_text observed=2026-08-12T19:32:01.734576Z digest=sha256:ba4b3d11ad917d675e63d1484af709f40ae90932c7eaa2dd79ac0b565527772f

Observation 7dc9ea34-9629-4fcb-870f-6eeb788c6c24 · outbound

This paper cites Collapse like a house of cards: Hacking building automation system through fuzzing,.

AutoIoT: Automated IoT Platform Using Large Language Models Collapse like a house of cards: Hacking building automation system through fuzzing,

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T19:32:02.720309Z

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.

source=pdf_text observed=2026-08-12T19:32:01.739068Z digest=sha256:9bb535605f5bf1345476d91a231412fbc7f582b4e1bf8dcdfbd42902ad964c1c

Observation c2b0df5a-e52d-42b0-a68d-e125e9f46df0 · outbound

This paper cites A friend’s eye is a good mirror: Synthesizing {MCU} peripheral models from peripheral drivers,.

AutoIoT: Automated IoT Platform Using Large Language Models A friend’s eye is a good mirror: Synthesizing {MCU} peripheral models from peripheral drivers,

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T19:32:02.708136Z

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.

source=pdf_text observed=2026-08-12T19:32:01.743117Z digest=sha256:ca9992ced665b2a7b44fb29e0ac409a8bc284728eb096cb3a3c2d395017e26bf

Observation e2520471-c7a9-4eb1-a902-e31409339d6e · outbound

This paper cites an unresolved cited work.

AutoIoT: Automated IoT Platform Using Large Language Models Unresolved cited work

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-12T19:32:01.747951Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T19:32:01.747951Z digest=sha256:543c92997c13e76c44fe211669b77a12bf3f68ff38e50e07984a165c378b9664

Observation 69305838-b739-4d77-a532-2b26208ffdd9 · outbound

This paper cites Smartthings.

AutoIoT: Automated IoT Platform Using Large Language Models Smartthings

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-12T19:32:01.752326Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T19:32:01.752326Z digest=sha256:557e1a89c4c48dd5132cfd9e11fb975de93b4ec9eb2bbe731ed73c42cbc4c139

Observation 72d6cc1a-7b26-4cde-aab2-ca341eb1423f · outbound

This paper cites an unresolved cited work.

AutoIoT: Automated IoT Platform Using Large Language Models Unresolved cited work

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-12T19:32:01.756557Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T19:32:01.756557Z digest=sha256:e9929e311074671419111c03ce2598bf6424cdecb4fb27922ddce48a03da8339

Observation 4009994f-81e5-49d1-8ccd-6432b3e686b8 · outbound

This paper cites an unresolved cited work.

AutoIoT: Automated IoT Platform Using Large Language Models Unresolved cited work

Reference 10

Resolution
unresolved
raw_fallback, observed 2026-08-12T19:32:02.673586Z

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.

source=pdf_text observed=2026-08-12T19:32:01.760948Z digest=sha256:9e923d53cfb6d6b4f6bb94955ec3bfae5f63a2863b544a6239df6b2e1fad65ea

Observation 14d7b1e4-1f3a-4801-8bfb-9db7dd17c83f · outbound

This paper cites Automating conflict detection and mitigation in large-scale iot systems,.

AutoIoT: Automated IoT Platform Using Large Language Models Automating conflict detection and mitigation in large-scale iot systems,

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T19:32:02.660065Z

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.

source=pdf_text observed=2026-08-12T19:32:01.765937Z digest=sha256:ecf3da6e57aba5ef65ffadfc1bb335b1f159b54ef785b5f44b3cca3436289991

Observation 95df09ce-a48c-47c2-8a2f-c63a539ff6fb · outbound

This paper cites Conflict detection scheme based on formal rule model for smart building systems,.

AutoIoT: Automated IoT Platform Using Large Language Models Conflict detection scheme based on formal rule model for smart building systems,

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T19:32:02.648076Z

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.

source=pdf_text observed=2026-08-12T19:32:01.770422Z digest=sha256:23a32da70a1d40301f2ce85622f4884d256f597fc8d11104b7017e458e2d9a50

Observation 8fe36fc8-8d1b-4ea4-a436-9dca2aa0f1bf · outbound

This paper cites A formal methods-based rule verification framework for end-user programming in campus building automation systems,.

AutoIoT: Automated IoT Platform Using Large Language Models A formal methods-based rule verification framework for end-user programming in campus building automation systems,

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T19:32:02.636664Z

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.

source=pdf_text observed=2026-08-12T19:32:01.774320Z digest=sha256:908417e8a4a8a27befbb9249b1e2aec6ccf7bf7339190909fa75f6c8fae7c8e9

Observation 3c55d4f8-c38e-408f-af31-86ecfb9ced9d · outbound

This paper cites Scalable analysis of interaction threats in iot systems,.

AutoIoT: Automated IoT Platform Using Large Language Models Scalable analysis of interaction threats in iot systems,

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-12T19:32:01.779842Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T19:32:01.779842Z digest=sha256:dabb320b89160761a78e9eda0f6c18b11c8303dad7d4940132ea9fdef9470f90

Observation 0e7ded71-04d7-43fd-9ead-a96e618d6c1d · outbound

This paper cites Multi-platform application interaction extraction for iot devices,.

AutoIoT: Automated IoT Platform Using Large Language Models Multi-platform application interaction extraction for iot devices,

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T19:32:02.626033Z

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.

source=pdf_text observed=2026-08-12T19:32:01.784003Z digest=sha256:d1fe83b2216149dd685ef737e578df2b5e831f0fd82ea199e577d6a1ba3c5bf8

Observation 5e6acf5e-226f-4c0f-bd38-9612f8b918cb · outbound

This paper cites Cross-app interference threats in smart homes: Categorization, detection and handling,.

AutoIoT: Automated IoT Platform Using Large Language Models Cross-app interference threats in smart homes: Categorization, detection and handling,

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T19:32:02.615457Z

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.

source=pdf_text observed=2026-08-12T19:32:01.789910Z digest=sha256:afeb8379333063a78ecbd86cf36b9c77f22388fc8132bdbe23d1aca51035ba0c

Observation 973eb452-7cbd-4b36-a1aa-6281885219a8 · outbound

This paper cites Chart- ing the attack surface of trigger-action iot platforms,.

AutoIoT: Automated IoT Platform Using Large Language Models Chart- ing the attack surface of trigger-action iot platforms,

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T19:32:02.604821Z

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.

source=pdf_text observed=2026-08-12T19:32:01.794157Z digest=sha256:a8694d83676500153fa673ae1ab199f92a3660985f617ab51b33083568274c52

Observation 158f9d3f-4327-43ce-b2d5-bcdaf950e58d · outbound

This paper cites Iotguard: Dynamic enforce- ment of security and safety policy in commodity iot,.

AutoIoT: Automated IoT Platform Using Large Language Models Iotguard: Dynamic enforce- ment of security and safety policy in commodity iot,

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T19:32:02.593957Z

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.

source=pdf_text observed=2026-08-12T19:32:01.798440Z digest=sha256:12459cf1a6bca37b358a6325a85feabc8f7981125dccb4a11a1cc5eb0462f74e

Observation 5957e4dd-84ef-437c-ae08-0e9e4809e541 · outbound

This paper cites Understanding and automatically detecting conflicting interactions between smart home iot applications,.

AutoIoT: Automated IoT Platform Using Large Language Models Understanding and automatically detecting conflicting interactions between smart home iot applications,

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-12T19:32:01.804274Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T19:32:01.804274Z digest=sha256:32c87fc84dcb819a8e0a1d048943f77bd2e4fdab1b0ebbc90b248e6f6c834a9c

Observation 1d8c7058-3f9b-4687-80aa-967dc678ce23 · outbound

This paper cites an unresolved cited work.

AutoIoT: Automated IoT Platform Using Large Language Models Unresolved cited work

Reference 20

Resolution
unresolved
raw_fallback, observed 2026-08-12T19:32:02.581077Z

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.

source=pdf_text observed=2026-08-12T19:32:01.809301Z digest=sha256:744c9d2625911b66d18b0e20d71460cdf44fc7e4dcc19eb2d398393e43519350

Observation f052be7e-15a9-46c9-80f1-8f093b2893ca · outbound

This paper cites Design and imple- mentation of a framework for smart home automation based on cellular iot, mqtt, and serverless functions,.

AutoIoT: Automated IoT Platform Using Large Language Models Design and imple- mentation of a framework for smart home automation based on cellular iot, mqtt, and serverless functions,

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T19:32:02.570405Z

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.

source=pdf_text observed=2026-08-12T19:32:01.813874Z digest=sha256:59ad9c462d130dc1dc14928fb4dd79d7b727138d9e5fecdbe8b36ea99291a009

Observation 5b41451f-490b-40cc-8d32-646018084c38 · outbound

This paper cites Detecting and handling IoT interaction threats in Multi-Platform Multi-Control-Channel smart homes,.

AutoIoT: Automated IoT Platform Using Large Language Models Detecting and handling IoT interaction threats in Multi-Platform Multi-Control-Channel smart homes,

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T19:32:02.559347Z

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.

source=pdf_text observed=2026-08-12T19:32:01.818333Z digest=sha256:55833a69fe6065a9c691910fe0f7cb1bfb32e826af846211461da9aebbe241ec

Observation 31513331-e312-4a74-a8f7-3e9130f3b4ad · outbound

This paper cites Cp-iot: A cross-platform monitoring system for smart home.

AutoIoT: Automated IoT Platform Using Large Language Models Cp-iot: A cross-platform monitoring system for smart home

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T19:32:02.546725Z

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.

source=pdf_text observed=2026-08-12T19:32:01.822023Z digest=sha256:6b1bf3417821982a508f44ef973e70361204fd1e9b9090a6f170c34a77143159

Observation 62e356b5-bced-4e60-bb11-a6c224ed9b97 · outbound

This paper cites an unresolved cited work.

AutoIoT: Automated IoT Platform Using Large Language Models Unresolved cited work

Reference 24

Resolution
unresolved
raw_fallback, observed 2026-08-12T19:32:02.535544Z

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.

source=pdf_text observed=2026-08-12T19:32:01.826030Z digest=sha256:e858fc8f8e7d21770aa72501b1e76e884deb76eb229c1b57195400ba98d5343f

Observation b0544691-3b71-47a6-8dbb-c68a9da68438 · outbound

This paper cites A cloud-based smart iot platform for personalized healthcare data gathering and monitoring system,.

AutoIoT: Automated IoT Platform Using Large Language Models A cloud-based smart iot platform for personalized healthcare data gathering and monitoring system,

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T19:32:02.525294Z

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.

source=pdf_text observed=2026-08-12T19:32:01.830359Z digest=sha256:7edb5b21f018daaee8b9fa1939f9f882da432d020f1a213cef3b05109853067f

Observation dd8dd2a5-7d82-4abb-ad70-e0e320810352 · outbound

This paper cites Tbac: A tokoin-based accountable access control scheme for the internet of things,.

AutoIoT: Automated IoT Platform Using Large Language Models Tbac: A tokoin-based accountable access control scheme for the internet of things,

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T19:32:02.514464Z

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.

source=pdf_text observed=2026-08-12T19:32:01.834167Z digest=sha256:189bdc00222cc12ae8f8e541af2c1f3955e4795a9a657afc53b2730501ae8d05

Observation 6623838b-cd8e-474f-b17b-02dca0d6d9e3 · outbound

This paper cites Extracting spatial infor- mation of iot device events for smart home safety monitoring,.

AutoIoT: Automated IoT Platform Using Large Language Models Extracting spatial infor- mation of iot device events for smart home safety monitoring,

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T19:32:02.503292Z

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.

source=pdf_text observed=2026-08-12T19:32:01.838561Z digest=sha256:c8a8f21847d5d844d78c5d664bfc1e3cd80a6bf500c1b67b97e9741c74203402

Observation dd68f880-a2f3-4fb7-943b-04bc9005c32f · outbound

This paper cites Iotsafe: Enforcing safety and security policy withreal iot physical interaction discovery,.

AutoIoT: Automated IoT Platform Using Large Language Models Iotsafe: Enforcing safety and security policy withreal iot physical interaction discovery,

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-12T19:32:01.842450Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T19:32:01.842450Z digest=sha256:16b71f71f657598eccc9e329653e4d4417e0eda6f79d42b816ad52d10cd1b640

Observation 7d1ce055-9325-4a6f-8056-2a75fd7209ee · outbound

This paper cites Command- fence: A novel digital-twin-based preventive framework for securing smart home systems,.

AutoIoT: Automated IoT Platform Using Large Language Models Command- fence: A novel digital-twin-based preventive framework for securing smart home systems,

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T19:32:02.485717Z

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.

source=pdf_text observed=2026-08-12T19:32:01.846587Z digest=sha256:54f6489f9f08a23e89be9a9b2cd246540bea2c843e8c3c8ef7a10204d2ace04c

Observation ce8cfb39-b749-4f2c-9316-a1136f6242de · outbound

This paper cites A survey on conflict detection in iot-based smart homes,.

AutoIoT: Automated IoT Platform Using Large Language Models A survey on conflict detection in iot-based smart homes,

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T19:32:02.474529Z

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.

source=pdf_text observed=2026-08-12T19:32:01.851451Z digest=sha256:18574b703f71b93fd6cd8a74e0729591fba8c8865f861980ffb0b61db62d73e1

Observation de7dfdd5-ebef-463a-91ff-9ef39a54b1aa · outbound

This paper cites A model checking-based security analysis framework for iot systems,.

AutoIoT: Automated IoT Platform Using Large Language Models A model checking-based security analysis framework for iot systems,

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T19:32:02.463649Z

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.

source=pdf_text observed=2026-08-12T19:32:01.856574Z digest=sha256:a8324cc2fd9a64957f966f25c285bbe802ac619eaf67c65b06446b9a381e3f5e

Observation 2945a00a-7f8c-4d06-be4f-5fab3193688c · outbound

This paper cites A Survey of Large Language Models.

AutoIoT: Automated IoT Platform Using Large Language Models A Survey of Large Language Models

Reference 32

Resolution
unresolved
no resolver link, observed 2026-08-12T19:32:01.860562Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T19:32:01.860562Z digest=sha256:9647b00857b3450ca5b1909b5c1a1480f9607697a46aadf01a118b80a772fe4a

Observation 6704ebcd-5e6d-49b0-ba97-842ce5640b48 · outbound

This paper cites If LLMs Would Just Look: Simple Line-by-line Checking Improves Vulnerability Localization.

AutoIoT: Automated IoT Platform Using Large Language Models If LLMs Would Just Look: Simple Line-by-line Checking Improves Vulnerability Localization

Reference 33

Resolution
unresolved
no resolver link, observed 2026-08-12T19:32:01.865355Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T19:32:01.865355Z digest=sha256:e158ee240071c109c7e385a94d8b0f93901993e07cb256202b2025042610a896

Observation 6e50f0e7-4b10-4e95-b2d0-f9dba9891145 · outbound

This paper cites A survey of data augmentation approaches for nlp,.

AutoIoT: Automated IoT Platform Using Large Language Models A survey of data augmentation approaches for nlp,

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T19:32:02.452612Z

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.

source=pdf_text observed=2026-08-12T19:32:01.869829Z digest=sha256:24dbd98c9911809a5a50ca2b28e10ada4e79c817221c074cb6997e27e7fea702

Observation 8623c3d6-c8fd-4842-9d98-45af90b8a1d0 · outbound

This paper cites Low-code LLM: Graphical User Interface over Large Language Models.

AutoIoT: Automated IoT Platform Using Large Language Models Low-code LLM: Graphical User Interface over Large Language Models

Reference 35

Resolution
unresolved
no resolver link, observed 2026-08-12T19:32:01.880381Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T19:32:01.880381Z digest=sha256:5553fedd2518aa4332c362870c0e02686413258837a43471ebf4927591e5cc0e

Observation ce9a04ae-274c-4bf2-8b8b-5b4791c50cf4 · outbound

This paper cites Using an llm to help with code understanding,.

AutoIoT: Automated IoT Platform Using Large Language Models Using an llm to help with code understanding,

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T19:32:02.441935Z

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.

source=pdf_text observed=2026-08-12T19:32:01.884954Z digest=sha256:8a50afb0e3dfb4a471917a705f5535b7d17c79e0352f7cfe4a910e97277c02c1

Observation ea23676f-1b9a-44fd-b841-afc9d150f6c6 · outbound

This paper cites 3d-llm: Injecting the 3d world into large language models,.

AutoIoT: Automated IoT Platform Using Large Language Models 3d-llm: Injecting the 3d world into large language models,

Reference 37

Resolution
unresolved
no resolver link, observed 2026-08-12T19:32:01.893422Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T19:32:01.893422Z digest=sha256:ec477efafb697fb4e8a720bde144b68ee59d9d8b469ee02f0ca3fd0592c8c6e7

Observation a41cbb84-fcc8-46a8-8975-2d9386f6442d · outbound

This paper cites Large language models (llm) and chatgpt: what will the impact on nuclear medicine be?.

AutoIoT: Automated IoT Platform Using Large Language Models Large language models (llm) and chatgpt: what will the impact on nuclear medicine be?

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T19:32:02.424355Z

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.

source=pdf_text observed=2026-08-12T19:32:01.897271Z digest=sha256:8e0b8433ef029e13c491dc4a1c26a9c3d0e187016c1809518d61cab147d40a42

Observation 153b53d0-307d-4d38-8709-fe8f6ba32cbc · outbound

This paper cites On protecting the data privacy of large language models (llms): A survey,.

AutoIoT: Automated IoT Platform Using Large Language Models On protecting the data privacy of large language models (llms): A survey,

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T19:32:02.413169Z

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.

source=pdf_text observed=2026-08-12T19:32:01.901282Z digest=sha256:0fbc62298fa4baba557e3cc71c9ae4e762eb0d9faa1257fcda255ff007bd0098

Observation 51d779f0-571e-4531-bfd2-0908ea6ca434 · outbound

This paper cites A survey on large language model (llm) security and privacy: The good, the bad, and the ugly,.

AutoIoT: Automated IoT Platform Using Large Language Models A survey on large language model (llm) security and privacy: The good, the bad, and the ugly,

Reference 40

Resolution
unresolved
no resolver link, observed 2026-08-12T19:32:01.909599Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T19:32:01.909599Z digest=sha256:8faad0b7bd2677d3b73b2923ddf2314acf7854521baecb30b3189e5ac31c2619

Observation 79464991-0fb2-41ab-80cf-62907761878c · outbound

This paper cites ConU: Conformal Uncertainty in Large Language Models with Correctness Coverage Guarantees.

AutoIoT: Automated IoT Platform Using Large Language Models ConU: Conformal Uncertainty in Large Language Models with Correctness Coverage Guarantees

Reference 41

Resolution
unresolved
no resolver link, observed 2026-08-12T19:32:01.913661Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T19:32:01.913661Z digest=sha256:05c240e6b4fcf27db186731ce7211cc2f517922e47208facb203a3e292646573

Observation deaafab7-3ac2-4e77-9659-5affececf57a · outbound

This paper cites On Protecting the Data Privacy of Large Language Models (LLMs): A Survey.

AutoIoT: Automated IoT Platform Using Large Language Models On Protecting the Data Privacy of Large Language Models (LLMs): A Survey

Reference 42

Resolution
unresolved
no resolver link, observed 2026-08-12T19:32:01.905070Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T19:32:01.905070Z digest=sha256:bfaafa3f3cf1feceb28d1d6c78b7fae8d7e1a54df10eae44a143962f6cd389b0

Observation 0b4396e5-b555-4f99-a326-d9b18bb0e51c · outbound

This paper cites Elements of a prompt.

AutoIoT: Automated IoT Platform Using Large Language Models Elements of a prompt

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T19:32:02.391628Z

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.

source=pdf_text observed=2026-08-12T19:32:01.922181Z digest=sha256:57c16175d0c21e10a8a63f2d072ba019e2c3968c47bbb840fad90dc4f5b3e190

Observation aff9d885-6b9b-4828-a5fe-ccc5f5cf017f · outbound

This paper cites Prompt engineering with chatgpt: a guide for academic writers,.

AutoIoT: Automated IoT Platform Using Large Language Models Prompt engineering with chatgpt: a guide for academic writers,

Reference 44

Resolution
unresolved
no resolver link, observed 2026-08-12T19:32:01.926574Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T19:32:01.926574Z digest=sha256:d3bf64ce8c55d52d9f39616d603b6aa14a7606146159a472c688ba1c4f7d03e2

Observation df3d4f72-3b31-47b1-a5a0-4751410f1dbd · outbound

This paper cites Word-Sequence Entropy: Towards Uncertainty Estimation in Free-Form Medical Question Answering Applications and Beyond.

AutoIoT: Automated IoT Platform Using Large Language Models Word-Sequence Entropy: Towards Uncertainty Estimation in Free-Form Medical Question Answering Applications and Beyond

Reference 45

Resolution
unresolved
no resolver link, observed 2026-08-12T19:32:01.917723Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T19:32:01.917723Z digest=sha256:ec610400bc3665a478ce342375fd83b498251bdb4288fd1e3e489d537d9f9d9c

Observation 12952912-1d02-44e4-9b72-cce0dba8f383 · outbound

This paper cites an unresolved cited work.

AutoIoT: Automated IoT Platform Using Large Language Models Unresolved cited work

Reference 46

Resolution
unresolved
raw_fallback, observed 2026-08-12T19:32:02.359599Z

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.

source=pdf_text observed=2026-08-12T19:32:01.935409Z digest=sha256:244d29daa3e97646f3820398644d876f83bbc7ef2d1176d5754708045a4023d7

Observation c1705aca-05cc-43a5-8e00-378e3979de0d · outbound

This paper cites an unresolved cited work.

AutoIoT: Automated IoT Platform Using Large Language Models Unresolved cited work

Reference 47

Resolution
unresolved
raw_fallback, observed 2026-08-12T19:32:02.346206Z

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.

source=pdf_text observed=2026-08-12T19:32:01.939169Z digest=sha256:90e8a758d24da24438add331d63e91d2981ddda3bcdc5e859c05c5617764aaf2

Observation 65dd9bcf-956c-41eb-b358-ea9d666703c9 · outbound

This paper cites International.

AutoIoT: Automated IoT Platform Using Large Language Models International

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T19:32:02.372249Z

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.

source=pdf_text observed=2026-08-12T19:32:01.930397Z digest=sha256:f87f25bb6436beacf74f26a1e94f621808af4c740ba04d9a5fa846537180e227

Observation b7cfb544-f6a2-42f4-861e-a109b7f002da · outbound

This paper cites an unresolved cited work.

AutoIoT: Automated IoT Platform Using Large Language Models Unresolved cited work

Reference 49

Resolution
unresolved
raw_fallback, observed 2026-08-12T19:32:02.303994Z

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.

source=pdf_text observed=2026-08-12T19:32:01.947256Z digest=sha256:0b6fedd826613934965e4576f22815d712c7096406a8d319760c6d4c3bc340af

Observation 1ba0d265-6889-47eb-8117-70e2bc8c615e · outbound

This paper cites an unresolved cited work.

AutoIoT: Automated IoT Platform Using Large Language Models Unresolved cited work

Reference 51

Resolution
unresolved
raw_fallback, observed 2026-08-12T19:32:02.330183Z

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.

source=pdf_text observed=2026-08-12T19:32:01.943096Z digest=sha256:5e944c78b90dd6d29636fa511db45c2e82c3799bd29e9a2b1c3a00e5e64551a0

Observation eed50a99-2ff3-43e7-a49f-eb717fb0eae9 · outbound

This paper cites A Survey of Data Augmentation Approaches for NLP.

AutoIoT: Automated IoT Platform Using Large Language Models A Survey of Data Augmentation Approaches for NLP

Reference 2021

Resolution
unresolved
no resolver link, observed 2026-08-12T19:32:01.875047Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T19:32:01.875047Z digest=sha256:f1ed6436ed01f7db5f3ffdeed4316a8bbfce7a4aabdc1b748064d77dc45b7845

Observation fcadbe28-a0cc-47db-80e9-31f2127e1e6f · outbound

This paper cites Available: https://doi.org/10.1145/3597503.3639187.

AutoIoT: Automated IoT Platform Using Large Language Models Available: https://doi.org/10.1145/3597503.3639187

Reference 2024

Resolution
unresolved
no resolver link, observed 2026-08-12T19:32:01.889137Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T19:32:01.889137Z digest=sha256:1cdc8b00bc3dc9aaa0eb90e049bb3995f21f66d3b9845ab78a6e04cf8b075486

Pith citing papers

No inbound Pith citation observations are available.