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Paper Citation Record · LEDGER

AutoIoT: Automated IoT Platform Using Large Language Models

As of 13 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 2026-08-13T06:32:02.005865+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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T19:32:01.720831Z digest=sha256:0475b90159b081bdba75a757a17c317f22e6a9ac334f5632ba667c3e4076c41f

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T19:32:01.726000Z digest=sha256:7bf8bd1bfcb508ebbe085033363dda69e6dc93551e51a8f48ff1cf9c207fb320

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T19:32:01.729933Z digest=sha256:a533a448b0cb4df2a2bc8d4d8e494e153f0280cc3923bd0f0ffe6705bfb77d0d

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T19:32:01.734576Z digest=sha256:2eb5886277fe5f7fca8a8ea3a7b474adec8b2425c6701d374c46deeb46fd7462

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T19:32:01.739068Z digest=sha256:6f33283a2cbd0c82386c1d6c26336b102ef9a2184c693a7524eb0b98213377f0

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T19:32:01.743117Z digest=sha256:30ab8204b2e185460320e81c26ea859abaa4663cb47039f1679e7ae43552321c

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:bcba3a21d3c72d6725441f77b59357345e94e1f5e62f800987b11921da2e3c4f

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:ee3ff011cfb59fdf9879ab68b9204a7dd74f314c85d5630e706924b43965b04d

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=sha256:66c4d6fe81d988deaae76db362174cf063bcdaa0c88027fd4d6fc158499c848a

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T19:32:01.760948Z digest=sha256:13937f7bd0386856cd3318422206cb77913060031cd91bc42f11c19737469cfb

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T19:32:01.765937Z digest=sha256:0f23ddec0acaca1b427a5d75974cfbf422dcb5cf22c928be6de261f943be45a2

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T19:32:01.770422Z digest=sha256:ae3690d905ba8d0a123528b8faf5453202c1a5120344cc6aebf988ca3c5c7f2f

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T19:32:01.774320Z digest=sha256:4a77dc247a45e0fde86e2f14cff4b46b83efd4bc7e51f36d831f0dc15a93ad49

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=sha256:31add5a0184797b3f4e6597f6e6a4ae89902fe95cfb7504005d48472a2a6669d

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T19:32:01.784003Z digest=sha256:17506bb9e97f778b460d13af9382f1503e42dde43c9166815665315e40e7bd69

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T19:32:01.789910Z digest=sha256:34cae45a6b721458f3710bb411138d48ed733e2fe86f0ed82cfb6e7a296302ea

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T19:32:01.794157Z digest=sha256:c60a87f484c301924bfe27324eb0afc666dff51b0e89e8d844a6f99d6200e48c

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T19:32:01.798440Z digest=sha256:27f0f53211df1b2ab8d5e9e539de3918fec2438ec7f6055d68a7ebc87c76b192

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:e1531a0a4bfc941f0fbbb9cd35ff9dd1d86f5d85f18955f9fcdce929a04af896

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T19:32:01.809301Z digest=sha256:996c39ebb1f0e02927cf7faf4c2df6b837cd69804288325c5486331b29b66673

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T19:32:01.813874Z digest=sha256:1eaae1b166ffe844d1f326fc32832d5ad2f3e34d5c1824959545bbd2e6b44426

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T19:32:01.818333Z digest=sha256:e0b899abd523a1708ff3a1c625eca5d8be3765b0de7e46358c2031a738f974b0

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T19:32:01.822023Z digest=sha256:796840ab49a2368510662e754da87d953a7c44ed7af71f6c5aa16083e9504468

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T19:32:01.826030Z digest=sha256:7829ade914f173787696794ff88fa0bec836c2293f774cdbdecafef8c6982461

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T19:32:01.830359Z digest=sha256:865b6d5c22f82fc9a65c6646e469082d6cadca9248db366d1bdfdd6b89da0028

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T19:32:01.834167Z digest=sha256:c19beeaeec47cc2e867b590c7ed15dd3547bcd224d061dec2100593ae9e994dc

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T19:32:01.838561Z digest=sha256:0c5b22ff8635ec62af7f1ad99caac1ef83504f8e5bcc2ad47716be8b31f2f62f

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=sha256:5014c4dedb12c1912427be4d136be7863b318e63129da06a5e7724837e9f7be0

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T19:32:01.846587Z digest=sha256:429e0b284bc0d8cd40fdc3ea96a106a3110fed5420f5226f0d933097d6a02a13

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T19:32:01.851451Z digest=sha256:745343c45e0877319d06661beedc343e7fc228b6c08821f6dd1a3b95e59b7297

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T19:32:01.856574Z digest=sha256:81dd8e4b8750be56a1728d9b825ef494804aa6e83cea2883d3534135b9333a08

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:ffb0dc32f6d87a7484bada84ae52e4d92fe8c2dbaa255b44a80c0e8d5f5feeb1

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=sha256:04d59a6e94c1dd566513dd43d9a32e937d23fc35935d4ceadc5f2247542f7e1f

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T19:32:01.869829Z digest=sha256:71dfe178b22b637347fd1aae14218b715e821d7ea681b6feeddd46e0ab8813c4

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=sha256:479a10fb1e9ddb04a99d0ce68d8cf25e2c52c66e2851db2f1839c02b6a038bea

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T19:32:01.884954Z digest=sha256:5e195ed10715228d72b75b0d5e50c46edb0aad85c178afaba9b92ccef7a336b0

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:af40c5589956421114715d7ef0955676ecc43040781038fda1d085a8766048ef

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T19:32:01.897271Z digest=sha256:2bde2180cc95a78dbf2bf94444789e52b78baf85fd9b1db22a42cf18562f1473

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T19:32:01.901282Z digest=sha256:9e3594683466c0e630b1ef7d56ef0f25fc1ce5899113bb609d916ed72798bc85

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=sha256:151d871e96753711a3a1cb2b0b19279984c9b0386155e9652dc78c15ac534bd7

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=sha256:6ffe123069bd199476626ecca6cdeaf43118d52445efe1657b4dc8e8aaf0aafd

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=sha256:83375bc1dbc0915c194ec601f9c0cce5581187130d4f84a6b15927ecadbe751c

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T19:32:01.922181Z digest=sha256:6f37d33c46c04fb323bd55ed61c48d36e16f45176d38b7503f2d373b88c49770

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:ac906c5267da0b6213ad332f3599d62af108eb3d7243f6dbac5681bc89ff4345

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=sha256:9c81ecb8e3461f447e708c7e2e2d9f651e3938734c7d1bd30ca69e588a591af0

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T19:32:01.935409Z digest=sha256:20324bbbd7eb89a58c3303f53f166f922bf21662c177d00aad7d80202b9b3fad

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T19:32:01.939169Z digest=sha256:3ad8b3a775d821d7d872e096cf82a66278fff9b35ee4fbb90ac8b182498d3ec0

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T19:32:01.930397Z digest=sha256:c8ef97344f16b8e81642e97e566a85e03bceac7651e77b84452a202eb4d74b25

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T19:32:01.947256Z digest=sha256:bfe2764104a9df513ee6bb0353b88c1aec92085f30053fe0f48f845ce311961e

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T19:32:01.943096Z digest=sha256:1e7c4ebe88d1e601ded3ec83a1def455f57f740493de1279e2597a075877cc89

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=sha256:8dc528a0f41f57f1dd3a294f93d101afa4073815508ab8376999980bf8b726cc

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=sha256:3d0ddc81850f2b89a6204745397488fd8796049538085140cc69570a2de66845

Pith citing papers

No inbound Pith citation observations are available.