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Paper Citation Record · LEDGER

LLM-based Property-based Test Generation for Guardrailing Cyber-Physical Systems

As of 8 August 2026, this Paper Citation Record lists 100 of 101 outbound references and 1 inbound Pith citation observation for arXiv:2505.23549.

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

pith.paper-citation-record.v1
2505.23549 v2

Coverage vector

measured 100 of 101 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T12:48:34.922716Z

measured 101 of 101 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-31T23:53:53.558270Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

100 of 101 outbound references displayed

  • verified exact0
  • verified fuzzy6
  • unresolved83
  • parse uncertain11
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation b75a0663-a750-4950-a1ad-902832f3d9da · outbound

This paper cites In: Companion Proceedings of the 32nd ACM International Conference on the Foundations of Software Engineering.

LLM-based Property-based Test Generation for Guardrailing Cyber-Physical Systems In: Companion Proceedings of the 32nd ACM International Conference on the Foundations of Software Engineering

Reference 1

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source=pdf_text observed=2026-08-07T12:48:22.574400Z digest=sha256:d3b3fa1c7b58b0945c621f4c7163a8e5b74f954872531062271eeda9ed4775fd

Observation f8e70db8-3bb1-4ee5-b546-2dd64270cf7d · outbound

This paper cites In: Companion Proceedings of the 32nd ACM In- ternational Conference on the Foundations of Software Engineering.

LLM-based Property-based Test Generation for Guardrailing Cyber-Physical Systems In: Companion Proceedings of the 32nd ACM In- ternational Conference on the Foundations of Software Engineering

Reference 2

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source=pdf_text observed=2026-08-07T12:48:22.683915Z digest=sha256:d0f56bc2600b76f0c1190d163bc418baae45e66c64ae90e858798e0edd55946b

Observation 71dda183-0346-45b4-9fea-6ab96daae385 · outbound

This paper cites In: Proceedings of the fifth ACM SIGPLAN international con- ference on Functional programming.

LLM-based Property-based Test Generation for Guardrailing Cyber-Physical Systems In: Proceedings of the fifth ACM SIGPLAN international con- ference on Functional programming

Reference 3

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source=pdf_text observed=2026-08-07T12:48:22.784177Z digest=sha256:9267d6a9ad24a5df8b418f70e291d26b72e39850e59201732a47443ce02f1c45

Observation 7ba053db-4aa7-4345-b567-96d5a4295c82 · outbound

This paper cites an unresolved cited work.

LLM-based Property-based Test Generation for Guardrailing Cyber-Physical Systems Unresolved cited work

Reference 4

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source=pdf_text observed=2026-08-07T12:48:22.851994Z digest=sha256:172ac93cc5a6c72225f0f56ecae5eb0ca7fb9ad180b347a212bacf21b29b6a91

Observation 6b90e617-bd9c-458b-88b4-1724833fbd43 · outbound

This paper cites ACM SIGSOFT Software Engineering Notes22(4), 74–80 (1997).

LLM-based Property-based Test Generation for Guardrailing Cyber-Physical Systems ACM SIGSOFT Software Engineering Notes22(4), 74–80 (1997)

Reference 5

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source=pdf_text observed=2026-08-07T12:48:22.915888Z digest=sha256:957b27c7655c45c7b1130237e4d37a7ea619d0a483f2aed1806a665f1d1bdf5c

Observation 652f078c-d143-4ac7-9c02-a8308f01a758 · outbound

This paper cites Enhancing Code Generation for Low-Resource Languages: No Silver Bullet.

LLM-based Property-based Test Generation for Guardrailing Cyber-Physical Systems Enhancing Code Generation for Low-Resource Languages: No Silver Bullet

Reference 6

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source=pdf_text observed=2026-08-07T12:48:22.987720Z digest=sha256:9370d52ccc67b4f6eec409f32dc635cc7fc2ba7ccfc84152b062cca1a3c3756b

Observation 57adf1b4-d97c-408e-92ce-6d53a4e6d7f3 · outbound

This paper cites an unresolved cited work.

LLM-based Property-based Test Generation for Guardrailing Cyber-Physical Systems Unresolved cited work

Reference 7

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source=pdf_text observed=2026-08-07T12:48:23.079314Z digest=sha256:54c7fa976a471aa6241f93daa328463cd8c5729a9d4b009c18bfde75494e97b8

Observation f6e1161d-b1b0-4a6b-8a9d-6a8db2f9f8b4 · outbound

This paper cites A Survey on Large Language Models for Code Generation.

LLM-based Property-based Test Generation for Guardrailing Cyber-Physical Systems A Survey on Large Language Models for Code Generation

Reference 8

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source=pdf_text observed=2026-08-07T12:48:23.150235Z digest=sha256:6d1739c83d71ac24af0ea47c770e23e7ff0d2f097eaee5bb7b5f49d67568bf3e

Observation b6881784-6e2e-4bf9-adf0-2ec3b9305255 · outbound

This paper cites In: 2023 IEEE/ACM 45th International Conference on Software Engineering (ICSE).

LLM-based Property-based Test Generation for Guardrailing Cyber-Physical Systems In: 2023 IEEE/ACM 45th International Conference on Software Engineering (ICSE)

Reference 9

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source=pdf_text observed=2026-08-07T12:48:23.247071Z digest=sha256:5c8bdf5e4f945ee8c97681808cfe97ce506dbae9c1df7fa47198622bf5669c30

Observation e3942720-4e80-4914-8d42-470c7b92c603 · outbound

This paper cites Multimodal Large Language Model Driven Scenario Testing for Autonomous Vehicles.

LLM-based Property-based Test Generation for Guardrailing Cyber-Physical Systems Multimodal Large Language Model Driven Scenario Testing for Autonomous Vehicles

Reference 10

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source=pdf_text observed=2026-08-07T12:48:23.308991Z digest=sha256:1f2456131e49ff2c3b8e57875d77d25bea04dc32c09712b440df0e7cb27aa621

Observation 90322fa2-6ca0-4dad-b3ad-c5f8a075a007 · outbound

This paper cites Journal of Open Source Software4(43), 1891 (2019).

LLM-based Property-based Test Generation for Guardrailing Cyber-Physical Systems Journal of Open Source Software4(43), 1891 (2019)

Reference 11

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source=pdf_text observed=2026-08-07T12:48:23.405811Z digest=sha256:f56174a03c18bfb8daad30bcccde8bb363a33a762bc07fe737fdda96be86066d

Observation a4512bfa-08da-4287-959c-cbbf906db39c · outbound

This paper cites Journal of Logical and Algebraic Methods in Programming139, 100965 (2024).

LLM-based Property-based Test Generation for Guardrailing Cyber-Physical Systems Journal of Logical and Algebraic Methods in Programming139, 100965 (2024)

Reference 12

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source=pdf_text observed=2026-08-07T12:48:23.483891Z digest=sha256:70094fa245c8a28ca868662d2e8038e3706720f5612c08acd67cf73d21714dc1

Observation bcbe7415-3ae9-452b-bc41-a9f1dc16a2a3 · outbound

This paper cites In: 2024 2nd International Conference on Foundation and Large Language Models (FLLM).

LLM-based Property-based Test Generation for Guardrailing Cyber-Physical Systems In: 2024 2nd International Conference on Foundation and Large Language Models (FLLM)

Reference 13

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source=pdf_text observed=2026-08-07T12:48:23.551269Z digest=sha256:22b479d8afe1663df1c8eee2ab7689f5fbbbb93a293849595d05868a19b7b1fb

Observation 65133b04-fb4d-426c-8c0a-609e325d018b · outbound

This paper cites Automated User Story Generation with Test Case Specification Using Large Language Model.

LLM-based Property-based Test Generation for Guardrailing Cyber-Physical Systems Automated User Story Generation with Test Case Specification Using Large Language Model

Reference 14

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source=pdf_text observed=2026-08-07T12:48:23.612232Z digest=sha256:f75072373a1cab4979c87835b998f3f472db64bd61d08afc370a67337a935c9f

Observation 5e25e637-765a-42c9-873a-24524a88cab1 · outbound

This paper cites raspberrypi.org/en/projects.

LLM-based Property-based Test Generation for Guardrailing Cyber-Physical Systems raspberrypi.org/en/projects

Reference 15

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source=pdf_text observed=2026-08-07T12:48:23.738131Z digest=sha256:6eb65449ccf27f4e08a78dd10f712f799e64a1ef957ff78f34640b30ba39a9c7

Observation 5c1c3fdb-f347-437d-8aa8-b293f290c91f · outbound

This paper cites Theory and Practice of Formal Methods: Essays Dedicated to Frank de Boer on the Occasion of His 60th Birthday pp.

LLM-based Property-based Test Generation for Guardrailing Cyber-Physical Systems Theory and Practice of Formal Methods: Essays Dedicated to Frank de Boer on the Occasion of His 60th Birthday pp

Reference 16

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source=pdf_text observed=2026-08-07T12:48:23.807560Z digest=sha256:26784fcac68a32934c71c35253be8992c90442376f348927190705753908180c

Observation 804e9309-26ae-406d-bd54-c65c03f6e493 · outbound

This paper cites (2025),https: //github.com/gpiozero/gpiozero.

LLM-based Property-based Test Generation for Guardrailing Cyber-Physical Systems (2025),https: //github.com/gpiozero/gpiozero

Reference 17

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source=pdf_text observed=2026-08-07T12:48:23.939436Z digest=sha256:031e0c405fc553f27b681e353d9d799f7e0900ccaaa6a35545442f426de564a5

Observation c849fd90-619f-4d51-af2b-fa8cdb36310e · outbound

This paper cites ACM SIGSOFT Software Engineering Notes 30(5), 253–262 (2005).

LLM-based Property-based Test Generation for Guardrailing Cyber-Physical Systems ACM SIGSOFT Software Engineering Notes 30(5), 253–262 (2005)

Reference 18

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source=pdf_text observed=2026-08-07T12:48:24.034535Z digest=sha256:17ac6dc86d46bc530dd376de261e078f131d54a71faa0ba5a11890e8784adcf5

Observation 19e77dc8-6900-4505-a236-c3dd88d31e1d · outbound

This paper cites In: 2024 IEEE International Conference on Source Code Analysis and Manipulation (SCAM).

LLM-based Property-based Test Generation for Guardrailing Cyber-Physical Systems In: 2024 IEEE International Conference on Source Code Analysis and Manipulation (SCAM)

Reference 19

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source=pdf_text observed=2026-08-07T12:48:24.126394Z digest=sha256:35ae57a7ff2b7402c361eb6fb6377c0545721117b0a34a48a7b16fb8730fb406

Observation 1b4d98bc-3fd0-4193-bdda-9a31704685df · outbound

This paper cites Can Large Language Models Write Good Property-Based Tests?.

LLM-based Property-based Test Generation for Guardrailing Cyber-Physical Systems Can Large Language Models Write Good Property-Based Tests?

Reference 20

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source=pdf_text observed=2026-08-07T12:48:24.193763Z digest=sha256:082e04cb381ee7c889945d8b738fc5d7e62140aee4f7e705ba1590e3dd8e80e8

Observation 7ffb456d-218e-40a0-b911-c31027abcbc0 · outbound

This paper cites IEEE Transactions on Software Engineering (2024).

LLM-based Property-based Test Generation for Guardrailing Cyber-Physical Systems IEEE Transactions on Software Engineering (2024)

Reference 21

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source=pdf_text observed=2026-08-07T12:48:24.253112Z digest=sha256:c5a00cc528505ea4478bf0eb3012a0af31c7102681d02ec4f5ae4d9fc6a2e2ac

Observation 46144891-d2dd-40b6-989f-0f11d31a1739 · outbound

This paper cites GenSim: Generating Robotic Simulation Tasks via Large Language Models.

LLM-based Property-based Test Generation for Guardrailing Cyber-Physical Systems GenSim: Generating Robotic Simulation Tasks via Large Language Models

Reference 22

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source=pdf_text observed=2026-08-07T12:48:24.329855Z digest=sha256:3f829b8ce8582c42ae687d940b602957e80e06d4e28b149a3a314a56c9abe80c

Observation 36dbb8b8-63e9-426c-ae36-9ae85153c9f3 · outbound

This paper cites an unresolved cited work.

LLM-based Property-based Test Generation for Guardrailing Cyber-Physical Systems Unresolved cited work

Reference 23

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source=pdf_text observed=2026-08-07T12:48:24.389838Z digest=sha256:99ad8cc9c11c16acc869c09c0485b989cbb1b6bff4b632e7b4066e88bcd5cb8d

Observation 6c76f370-aa35-4525-99c3-9d2f8c02aecc · outbound

This paper cites an unresolved cited work.

LLM-based Property-based Test Generation for Guardrailing Cyber-Physical Systems Unresolved cited work

Reference 24

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source=pdf_text observed=2026-08-07T12:48:24.487016Z digest=sha256:4e619d23fc6922896e6997386f06ff4a279727930abfe7d2645bc60fc667098c

Observation 7fc9eacd-3abf-4681-882e-07fab64ef586 · outbound

This paper cites You should generate property based tests for this code.

LLM-based Property-based Test Generation for Guardrailing Cyber-Physical Systems You should generate property based tests for this code

Reference 26

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Observation 6670d8f8-4a47-47e4-af83-a282f270a9c2 · outbound

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LLM-based Property-based Test Generation for Guardrailing Cyber-Physical Systems Unresolved cited work

Reference 27

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source=pdf_text observed=2026-08-07T12:48:24.716613Z digest=sha256:c8a2b6f8b6d3840b05278eace797c6688fceffaec0bef291d08ee1d16dd56cd1

Observation c2ad4a39-0e71-4213-a79c-32bfe682a332 · outbound

This paper cites an unresolved cited work.

LLM-based Property-based Test Generation for Guardrailing Cyber-Physical Systems Unresolved cited work

Reference 28

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Observation 4800c729-334a-4792-af84-20bf1d78c735 · outbound

This paper cites an unresolved cited work.

LLM-based Property-based Test Generation for Guardrailing Cyber-Physical Systems Unresolved cited work

Reference 29

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source=pdf_text observed=2026-08-07T12:48:24.902997Z digest=sha256:940fd9b5f4bb980090e24fd3be71fe47e4c1e4d970921442ce8cf4c9ab348309

Observation 932f0ca7-c5d2-44c4-bb1a-9a72d557dfb5 · outbound

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LLM-based Property-based Test Generation for Guardrailing Cyber-Physical Systems Unresolved cited work

Reference 30

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source=pdf_text observed=2026-08-07T12:48:24.980055Z digest=sha256:c04acde7205dcef07272556123dd223a0d952fca3e0678fe4a714c61585ab61d

Observation 69975d13-eb87-4282-ad0b-812d6df90bfd · outbound

This paper cites an unresolved cited work.

LLM-based Property-based Test Generation for Guardrailing Cyber-Physical Systems Unresolved cited work

Reference 31

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Observation 7e29bcbf-6b06-4ae8-a23f-dc1be753f1c5 · outbound

This paper cites an unresolved cited work.

LLM-based Property-based Test Generation for Guardrailing Cyber-Physical Systems Unresolved cited work

Reference 32

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source=pdf_text observed=2026-08-07T12:48:25.162928Z digest=sha256:96187f610e7a81a31d4f7220fd47bac6cb78ad4651e8460ab231051450bd96b3

Observation 9a0da68a-8556-4db9-b425-7d9fd4cbead4 · outbound

This paper cites an unresolved cited work.

LLM-based Property-based Test Generation for Guardrailing Cyber-Physical Systems Unresolved cited work

Reference 33

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source=pdf_text observed=2026-08-07T12:48:25.258782Z digest=sha256:78fb5addd8c26c946f98a5e7435351eaa4dc00b44b2b100f0e66795dda5b8b2d

Observation 3911bbc5-ef7d-4cb7-a21c-fe1cd2e56645 · outbound

This paper cites an unresolved cited work.

LLM-based Property-based Test Generation for Guardrailing Cyber-Physical Systems Unresolved cited work

Reference 34

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source=pdf_text observed=2026-08-07T12:48:25.337167Z digest=sha256:df5890873aecea6fb55517e61fbd81dbbcb1890681598b9cccf4cda40f99e1b4

Observation d1fa2bdc-e12b-4e9b-8ee1-1ea069e9bb30 · outbound

This paper cites an unresolved cited work.

LLM-based Property-based Test Generation for Guardrailing Cyber-Physical Systems Unresolved cited work

Reference 35

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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:48:25.411932Z digest=sha256:0e1883b762d32581ace70fca787547088f1f78424cbb60ed42bfea75698abf29

Observation 7cf0c29c-828f-495d-9da6-1d357c621ad5 · outbound

This paper cites an unresolved cited work.

LLM-based Property-based Test Generation for Guardrailing Cyber-Physical Systems Unresolved cited work

Reference 36

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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:48:25.486618Z digest=sha256:131fb9d330a57b2ad4abae1652beec3d3a6c06cd8afc5b2c862f705a5dde82ae

Observation b9a56462-03bb-438d-bfce-77245f569710 · outbound

This paper cites an unresolved cited work.

LLM-based Property-based Test Generation for Guardrailing Cyber-Physical Systems Unresolved cited work

Reference 37

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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:48:25.572201Z digest=sha256:9e44d1c045048e68025bd0beb86a3cd478beaadd5c55f558b01ca00ffc970b48

Observation 518c4077-7103-4fbf-a936-fede41c2d31c · outbound

This paper cites an unresolved cited work.

LLM-based Property-based Test Generation for Guardrailing Cyber-Physical Systems Unresolved cited work

Reference 38

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:48:25.674965Z digest=sha256:2c729ca5fad1a99262b639969ecdb0e36bc814f54453107158cfebad53852e3b

Observation a71a3cdb-b686-4382-a77e-1eaa6a892315 · outbound

This paper cites an unresolved cited work.

LLM-based Property-based Test Generation for Guardrailing Cyber-Physical Systems Unresolved cited work

Reference 39

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:48:51.044166Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:48:25.768299Z digest=sha256:5bd9effa745f2e20b2a11eb820f51c17f192bdb98c51005d1efda669a742686a

Observation 74b66c32-36aa-4dee-9d80-1910c35b343d · outbound

This paper cites an unresolved cited work.

LLM-based Property-based Test Generation for Guardrailing Cyber-Physical Systems Unresolved cited work

Reference 40

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:48:50.793956Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:48:25.869571Z digest=sha256:20b38dc74ea9d24b07f195954c2e20fce3719595068e32654774d15d49beaace

Observation c6c31ede-28d7-4fa5-85d3-25659812db92 · outbound

This paper cites an unresolved cited work.

LLM-based Property-based Test Generation for Guardrailing Cyber-Physical Systems Unresolved cited work

Reference 41

Resolution
parse uncertain
raw_fallback, observed 2026-08-07T12:48:50.601423Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:48:25.971859Z digest=sha256:60aa40747e21735c1aa1a556cc29658f9cd4972983873b6caa9dc364818820b3

Observation dd2e39fc-9fc0-475e-bfe0-7883fb9f072c · outbound

This paper cites an unresolved cited work.

LLM-based Property-based Test Generation for Guardrailing Cyber-Physical Systems Unresolved cited work

Reference 42

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:48:50.405585Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:48:26.090842Z digest=sha256:06d52846111a82a32e480ddce7fb90625ab493cb3a2f155eca1f582f7520e0b8

Observation f4429a21-50a8-4353-aa71-af247890806b · outbound

This paper cites an unresolved cited work.

LLM-based Property-based Test Generation for Guardrailing Cyber-Physical Systems Unresolved cited work

Reference 44

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:48:50.003204Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:48:26.357675Z digest=sha256:dabb094a9133c65758d16e8fb7508702775f39a880256f6c33ec56162f5b8183

Observation 91f3d3a5-a297-4493-a08c-e96dcf291fc1 · outbound

This paper cites an unresolved cited work.

LLM-based Property-based Test Generation for Guardrailing Cyber-Physical Systems Unresolved cited work

Reference 45

Resolution
parse uncertain
raw_fallback, observed 2026-08-07T12:48:40.836422Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:48:31.604665Z digest=sha256:1cae2ce9d90c716cc9976a2c3b9a41ec3580a47571d6891312f8a12b335869be

Observation bf25dc22-0fe1-4315-a2fd-5a1b8611a7f0 · outbound

This paper cites an unresolved cited work.

LLM-based Property-based Test Generation for Guardrailing Cyber-Physical Systems Unresolved cited work

Reference 46

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:48:49.648219Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:48:26.549255Z digest=sha256:2d680d6b1b342401c3cde024e462dacdaa7a712e56aa4ba392d8a83a678b0c6b

Observation 15262c05-41f0-416b-9538-18a193f4a601 · outbound

This paper cites an unresolved cited work.

LLM-based Property-based Test Generation for Guardrailing Cyber-Physical Systems Unresolved cited work

Reference 48

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:48:49.010301Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:48:26.922022Z digest=sha256:6522ea5656b04b09070ad5ab0cfed3c39ff813ddd1db47e78e9c8628d5531ad5

Observation b4db30ea-4c6c-4d62-8d5e-fdfb68765933 · outbound

This paper cites an unresolved cited work.

LLM-based Property-based Test Generation for Guardrailing Cyber-Physical Systems Unresolved cited work

Reference 49

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:48:38.899044Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:48:31.921459Z digest=sha256:1af69bf76d5764031a8b38aca62bddb7a354e4864a6219739e1f537b5eb4f0db

Observation 5a0b3aec-5be3-4e63-9257-ff07eaf20ead · outbound

This paper cites an unresolved cited work.

LLM-based Property-based Test Generation for Guardrailing Cyber-Physical Systems Unresolved cited work

Reference 50

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:48:48.682352Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:48:27.126867Z digest=sha256:0190e4136a10a111bd9105ac36bfe5f844d3975f7abdf11d64522dfd972d8f39

Observation d2f6093a-f73e-4eb9-b5f4-6658a9676248 · outbound

This paper cites an unresolved cited work.

LLM-based Property-based Test Generation for Guardrailing Cyber-Physical Systems Unresolved cited work

Reference 51

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:48:48.389308Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:48:27.290815Z digest=sha256:a6d3cb067a79b0c304f2ba74b09013a02eaed4d17d3e2d858c0a4c5bf862a128

Observation d29c0cf7-d2c9-4a27-8b1b-44efcc713f87 · outbound

This paper cites an unresolved cited work.

LLM-based Property-based Test Generation for Guardrailing Cyber-Physical Systems Unresolved cited work

Reference 52

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:48:48.045019Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:48:27.396871Z digest=sha256:5645ffa8f483e952458198b412946c2e26a14d099ae2c5ef0c68d675d50d8b51

Observation abf66557-42a1-4e37-948c-9fb28ebfe33e · outbound

This paper cites an unresolved cited work.

LLM-based Property-based Test Generation for Guardrailing Cyber-Physical Systems Unresolved cited work

Reference 54

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:48:38.720047Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:48:32.030706Z digest=sha256:13ec9e26622156d101bda752517355a80dd4e9292a6e52fea633ed34f457950d

Observation e8a237e0-3179-4aa2-b474-09c1c31995ed · outbound

This paper cites an unresolved cited work.

LLM-based Property-based Test Generation for Guardrailing Cyber-Physical Systems Unresolved cited work

Reference 55

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:48:47.795134Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:48:27.622247Z digest=sha256:2c3448e5ca3b4f327c705b8121df1962fb89b1bbb14fb3e99dc36c24aad9cc28

Observation 0814976d-4913-4fa2-933f-f92f022f3db7 · outbound

This paper cites an unresolved cited work.

LLM-based Property-based Test Generation for Guardrailing Cyber-Physical Systems Unresolved cited work

Reference 57

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:48:47.484129Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:48:27.766959Z digest=sha256:235bbe992f2cc2c4014286867022571949a96fda5f180052a792d1d779321136

Observation 1805e028-14cd-445f-a810-1ed7d96af451 · outbound

This paper cites an unresolved cited work.

LLM-based Property-based Test Generation for Guardrailing Cyber-Physical Systems Unresolved cited work

Reference 59

Resolution
unresolved
no resolver link, observed 2026-08-07T12:48:27.892056Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:48:27.892056Z digest=sha256:1bf1cf22bfa0dba8aacff8a65452a8e130f1d87e24b17e1139ee43f78ab11d04

Observation 9fd511bf-a2bd-4dcf-8b15-2fac144b0220 · outbound

This paper cites Fig.4: The prompt used byChekProp to generate PBTs for the line following robot program.

LLM-based Property-based Test Generation for Guardrailing Cyber-Physical Systems Fig.4: The prompt used byChekProp to generate PBTs for the line following robot program

Reference 61

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:48:46.143932Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:48:28.323203Z digest=sha256:d57200e466bc8f73bed5e37e3a0c8af1f4819afe29b586c6058a8b915e06df07

Observation 230b61dc-ae30-469e-a1cd-74996fd9085d · outbound

This paper cites an unresolved cited work.

LLM-based Property-based Test Generation for Guardrailing Cyber-Physical Systems Unresolved cited work

Reference 62

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:48:45.856916Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:48:28.410313Z digest=sha256:3cc965025c9c7092753cade59f91fea795d101e95465a40abd9e6ea455c4ce25

Observation bf91b4c2-ee37-4c0f-9fe0-d8213b25afb1 · outbound

This paper cites The constructor adds the optional *pull_up* parameter to specify how the pin should be pulled by the internal resistors.

LLM-based Property-based Test Generation for Guardrailing Cyber-Physical Systems The constructor adds the optional *pull_up* parameter to specify how the pin should be pulled by the internal resistors

Reference 63

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:48:45.569823Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:48:28.540062Z digest=sha256:fd8bf480da30d501fdae216c3669e77d3a641d1ca61d3986a8e81cab50335c7f

Observation 018eee06-ae32-4c74-8284-b8b863759e5c · outbound

This paper cites an unresolved cited work.

LLM-based Property-based Test Generation for Guardrailing Cyber-Physical Systems Unresolved cited work

Reference 64

Resolution
parse uncertain
raw_fallback, observed 2026-08-07T12:48:45.281139Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:48:28.707643Z digest=sha256:a7eb10330e17d6c24ec7842613e35c0ffb01a65cdc9330045742b1d88c155dc3

Observation 2a725afd-5349-4c29-a313-9d96ee7f37d4 · outbound

This paper cites See :ref:`pin-numbering` for valid pin numbers.

LLM-based Property-based Test Generation for Guardrailing Cyber-Physical Systems See :ref:`pin-numbering` for valid pin numbers

Reference 65

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:48:44.979855Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:48:28.894087Z digest=sha256:d788b759a2354116906cd03e69e87f5a6d0af7c0d113d5039382a19bb97c94d2

Observation 11b62a0c-773b-45ae-b81b-8b5732f28812 · outbound

This paper cites an unresolved cited work.

LLM-based Property-based Test Generation for Guardrailing Cyber-Physical Systems Unresolved cited work

Reference 66

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:48:44.741355Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:48:29.066616Z digest=sha256:16e9b16281f83d5c56f0725c465501305eaaf0d52da55465260b5aaeaf7c2a28

Observation 67995c35-2dff-42b8-b88c-22537b5cf064 · outbound

This paper cites an unresolved cited work.

LLM-based Property-based Test Generation for Guardrailing Cyber-Physical Systems Unresolved cited work

Reference 67

Resolution
parse uncertain
raw_fallback, observed 2026-08-07T12:48:44.473956Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:48:29.245774Z digest=sha256:1d46eef2de70d468fb7abb2d36fdf583568568414006c66804fbfb7827cfc463

Observation ff0420f2-d57e-4285-b4d9-7e3de0e13c98 · outbound

This paper cites If :data:`False`, the input polarity is reversed: when the hardware pin state is ``HIGH``, the software pin state is ``LOW``.

LLM-based Property-based Test Generation for Guardrailing Cyber-Physical Systems If :data:`False`, the input polarity is reversed: when the hardware pin state is ``HIGH``, the software pin state is ``LOW``

Reference 68

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:48:44.291692Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:48:29.401079Z digest=sha256:1c9c7b586ab0b58dbcc709d423408846d59964aaded9d2d6f74bcbf72314d8c6

Observation 03f77872-e5f2-4aa7-95bb-e889d3bab12e · outbound

This paper cites an unresolved cited work.

LLM-based Property-based Test Generation for Guardrailing Cyber-Physical Systems Unresolved cited work

Reference 69

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:48:44.069013Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:48:29.568611Z digest=sha256:979be54b61b743c6c2276c7b766d2f52b029f1f335e98ab31e4f587a26ee1cd0

Observation ac859f61-3874-4472-a8b7-72dba13f1c47 · outbound

This paper cites an unresolved cited work.

LLM-based Property-based Test Generation for Guardrailing Cyber-Physical Systems Unresolved cited work

Reference 70

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:48:43.792053Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:48:29.742429Z digest=sha256:b3792a52c9fef5c7e5ec62935b04fcd582ef4b9ef479c11128f6710baf528e1b

Observation 35fa998e-abde-4da7-99b5-685ccbadff78 · outbound

This paper cites an unresolved cited work.

LLM-based Property-based Test Generation for Guardrailing Cyber-Physical Systems Unresolved cited work

Reference 71

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:48:43.574191Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:48:29.882242Z digest=sha256:d350c1cac7f56e8eed58451dc8af7831097c18f7ab2a1335099a117fc18c9cae

Observation 2a6e6cbf-dafb-47be-83f4-42b0de982461 · outbound

This paper cites an unresolved cited work.

LLM-based Property-based Test Generation for Guardrailing Cyber-Physical Systems Unresolved cited work

Reference 73

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:48:43.098576Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:48:30.126113Z digest=sha256:93081221b9232f7e59ea88721fa010f830e47d05fafacdcf7ffb04411f1b66aa

Observation ed21cd31-2401-4be6-9b96-efcb158d829a · outbound

This paper cites an unresolved cited work.

LLM-based Property-based Test Generation for Guardrailing Cyber-Physical Systems Unresolved cited work

Reference 74

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:48:42.923303Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:48:30.226705Z digest=sha256:19e784e1646b941844d16a638673f095632ad34b06d5ee66db3721ee566324d3

Observation 9e836b24-efab-4bcc-8538-a81605a0b31c · outbound

This paper cites an unresolved cited work.

LLM-based Property-based Test Generation for Guardrailing Cyber-Physical Systems Unresolved cited work

Reference 75

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:48:42.722190Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:48:30.322789Z digest=sha256:4d56d5e0f80ed64ec9e31f37a4669fa7f0376908418acd78cd76183e93bf848b

Observation 40cc4b2a-c8b8-42a3-9077-46cad67db328 · outbound

This paper cites an unresolved cited work.

LLM-based Property-based Test Generation for Guardrailing Cyber-Physical Systems Unresolved cited work

Reference 76

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:48:42.511975Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:48:30.428205Z digest=sha256:ed93e2caf598a707d522ab9171cd10a6ad43f3d8b13012ca284622627abbcbb7

Observation 16add30f-4118-4376-9068-fbe1f5817dca · outbound

This paper cites an unresolved cited work.

LLM-based Property-based Test Generation for Guardrailing Cyber-Physical Systems Unresolved cited work

Reference 77

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:48:42.177735Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:48:30.526451Z digest=sha256:60ca839390c89226bb509e684e250ed3f9779005091af62d30b86c592b91c872

Observation 63f0e600-e986-4d3b-8b14-133e013a7121 · outbound

This paper cites an unresolved cited work.

LLM-based Property-based Test Generation for Guardrailing Cyber-Physical Systems Unresolved cited work

Reference 78

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:48:41.854939Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:48:30.622990Z digest=sha256:2bc4d2a0a7f0888b847584b91eaa06c3f9f3ed64ae761efe9ba1788009df381e

Observation 327de98b-7a27-4e70-beda-36ab7b0fa10a · outbound

This paper cites an unresolved cited work.

LLM-based Property-based Test Generation for Guardrailing Cyber-Physical Systems Unresolved cited work

Reference 79

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:48:41.589706Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:48:30.762493Z digest=sha256:1740c7fc53498d684e11993604f60d93364841747480b8f62449e4a3547f9743

Observation 662ca48a-5d8b-47dd-bdd9-bc7f9cdd7988 · outbound

This paper cites an unresolved cited work.

LLM-based Property-based Test Generation for Guardrailing Cyber-Physical Systems Unresolved cited work

Reference 80

Resolution
parse uncertain
raw_fallback, observed 2026-08-07T12:48:41.345040Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:48:30.869088Z digest=sha256:0bd8266665e00480c98a4a657ff98cd40f85560f224d784647d370a13b909223

Observation 6b5a4d15-f0af-438e-af1d-57717cf3a64d · outbound

This paper cites an unresolved cited work.

LLM-based Property-based Test Generation for Guardrailing Cyber-Physical Systems Unresolved cited work

Reference 81

Resolution
parse uncertain
raw_fallback, observed 2026-08-07T12:48:41.144210Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:48:30.933302Z digest=sha256:55c5be29279acb2aeb46d3cc55fb0c32f2b85a0e957626320349caf17d69c39b

Observation 59f7ea7b-58d6-4e51-b60b-2cf813019d38 · outbound

This paper cites an unresolved cited work.

LLM-based Property-based Test Generation for Guardrailing Cyber-Physical Systems Unresolved cited work

Reference 83

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:48:40.657070Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:48:31.101182Z digest=sha256:91f4245ba9c97bb512fecae26f0fffbd9a11fb792d7a0ca4aa6030ccbf3ffe65

Observation 52b545a0-1593-4762-9ae4-6d94fa11c7ae · outbound

This paper cites active_state.

LLM-based Property-based Test Generation for Guardrailing Cyber-Physical Systems active_state

Reference 84

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:48:40.449392Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:48:31.215016Z digest=sha256:65e359145c8eec558ff6f579dab2185af89345ece937a2c5a852796c00ef87a3

Observation 29f3107c-8d09-41ad-bc00-a718b4bc1e3b · outbound

This paper cites an unresolved cited work.

LLM-based Property-based Test Generation for Guardrailing Cyber-Physical Systems Unresolved cited work

Reference 85

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:48:40.245370Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:48:31.396615Z digest=sha256:1cf9500fdc85661cd91933b8509f313214bede25d4417d888fa6652890b6f457

Observation 8d0176f7-0174-434c-9729-b5cbb1366b24 · outbound

This paper cites an unresolved cited work.

LLM-based Property-based Test Generation for Guardrailing Cyber-Physical Systems Unresolved cited work

Reference 86

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:48:39.992864Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:48:31.499711Z digest=sha256:8a6d6cb63d6c5a19862849d18cd57a46a258e50bbe87bd2ef1eeb037a4d06734

Observation c066b861-ce32-48a4-866b-e65c03ef3276 · outbound

This paper cites an unresolved cited work.

LLM-based Property-based Test Generation for Guardrailing Cyber-Physical Systems Unresolved cited work

Reference 87

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:48:39.777087Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:48:31.671165Z digest=sha256:8de747f80d4de9f4e55695a2dbade76aab4816d281f60019011121e9fbe329ea

Observation 989ac65b-c019-4d39-a8c2-a6518ba61f52 · outbound

This paper cites active_state.

LLM-based Property-based Test Generation for Guardrailing Cyber-Physical Systems active_state

Reference 88

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:48:39.510674Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:48:31.760460Z digest=sha256:4500edb6ce82152595a0d5d72b1a290dcd654c86327adb5a543de3ba4bb8d723

Observation 766067f1-cdbc-4461-a844-220158915dc2 · outbound

This paper cites an unresolved cited work.

LLM-based Property-based Test Generation for Guardrailing Cyber-Physical Systems Unresolved cited work

Reference 89

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:48:39.121642Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:48:31.845966Z digest=sha256:6a251c08c9ab06f3a4a2c4cd0ba3a24665f761dc6f591e8fbef909f1b0b5f41b

Observation ef5a1c11-7368-4900-9885-f3dd760656bf · outbound

This paper cites an unresolved cited work.

LLM-based Property-based Test Generation for Guardrailing Cyber-Physical Systems Unresolved cited work

Reference 90

Resolution
parse uncertain
raw_fallback, observed 2026-08-07T12:48:38.550302Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:48:32.105168Z digest=sha256:c8251999b39db285489b00c1e264c8ca65cef46a23ed467137facfdcd303388d

Observation f17b4cc4-01d6-4a40-bd4b-501e481f21f7 · outbound

This paper cites an unresolved cited work.

LLM-based Property-based Test Generation for Guardrailing Cyber-Physical Systems Unresolved cited work

Reference 91

Resolution
parse uncertain
raw_fallback, observed 2026-08-07T12:48:38.352779Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:48:32.199150Z digest=sha256:cf3f8310347ccd70075ea029f234006cd31a082a752190ef59f09339e15f31e2

Observation 1bafa3c0-ac3d-42ed-b785-5a5e5a40f5fe · outbound

This paper cites an unresolved cited work.

LLM-based Property-based Test Generation for Guardrailing Cyber-Physical Systems Unresolved cited work

Reference 92

Resolution
parse uncertain
raw_fallback, observed 2026-08-07T12:48:38.199979Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:48:32.338676Z digest=sha256:f850afbcdb4befefdeb30d794c94430b6687bf87c1285f66773e0949931ef6eb

Observation d61d5fd0-4aeb-4f3e-b4ca-d6311bd1463a · outbound

This paper cites an unresolved cited work.

LLM-based Property-based Test Generation for Guardrailing Cyber-Physical Systems Unresolved cited work

Reference 94

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:48:38.046968Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:48:32.615030Z digest=sha256:1ef64c391347070ab8ef3d0a0f0231018798c54fc36fb07976612ffaf62c78f0

Observation 1df88c28-48a5-4800-85af-b3f1b24c3db9 · outbound

This paper cites an unresolved cited work.

LLM-based Property-based Test Generation for Guardrailing Cyber-Physical Systems Unresolved cited work

Reference 95

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:48:37.786869Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:48:32.790340Z digest=sha256:bb7b8e7fa3a0129b7f216f0c9673cc876eada11aa86c778abde42abe7ee89b1a

Observation 6fb98264-ce49-44ff-ab91-53d2755d4969 · outbound

This paper cites an unresolved cited work.

LLM-based Property-based Test Generation for Guardrailing Cyber-Physical Systems Unresolved cited work

Reference 96

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:48:49.307886Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:48:32.928532Z digest=sha256:0e289e54e038588d6ab4a1ff7ad33e79930931d4b0fc683cbdc13cc10072d351

Observation 43d4648a-4c4f-415c-9c7d-31bb075206f6 · outbound

This paper cites an unresolved cited work.

LLM-based Property-based Test Generation for Guardrailing Cyber-Physical Systems Unresolved cited work

Reference 97

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:48:37.430214Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:48:33.154587Z digest=sha256:5e4786c9e9d8be8dffd0fffe517c9d34f3ee6578dc0414bec01fc27ed36f9db3

Observation 00a4ed98-8310-41c6-a29f-d996e20742e9 · outbound

This paper cites an unresolved cited work.

LLM-based Property-based Test Generation for Guardrailing Cyber-Physical Systems Unresolved cited work

Reference 98

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:48:37.146405Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:48:33.378200Z digest=sha256:46d733b33c3058665a188665a072c79a515fc030c651681ca786d49797fa37d3

Observation 9a83d782-eabb-44cc-bb65-5c4f69969095 · outbound

This paper cites an unresolved cited work.

LLM-based Property-based Test Generation for Guardrailing Cyber-Physical Systems Unresolved cited work

Reference 99

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:48:36.852906Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:48:33.546360Z digest=sha256:567c109be17e3cb76df210ca2d0e653c6f604ee60305cafbcba1ad700d5c072b

Observation d35831f4-0335-44c3-9506-f19feefbbfba · outbound

This paper cites an unresolved cited work.

LLM-based Property-based Test Generation for Guardrailing Cyber-Physical Systems Unresolved cited work

Reference 100

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:48:36.565972Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:48:33.684896Z digest=sha256:2d3b59aa9fb5c419dbf55407353f54674603e05d243babfc2d6bd0f904c79536

Observation f197df36-b9ed-4586-9e70-88f1c50639e7 · outbound

This paper cites an unresolved cited work.

LLM-based Property-based Test Generation for Guardrailing Cyber-Physical Systems Unresolved cited work

Reference 101

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:48:36.418951Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:48:33.828481Z digest=sha256:6aada71703aa116b368d26549058c91f847a778a17d00d9c482852274a7428fb

Observation 85f4dd22-2a19-4b5d-94e8-bd4f5b0716c4 · outbound

This paper cites an unresolved cited work.

LLM-based Property-based Test Generation for Guardrailing Cyber-Physical Systems Unresolved cited work

Reference 102

Resolution
parse uncertain
raw_fallback, observed 2026-08-07T12:48:36.238336Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:48:33.995437Z digest=sha256:2bb7fd8708b0a7759beb4029f56afe84c1afa22cc7dcede128d6c01637db4974

Observation 773d80b8-2b44-4815-b453-16ce43aa770d · outbound

This paper cites an unresolved cited work.

LLM-based Property-based Test Generation for Guardrailing Cyber-Physical Systems Unresolved cited work

Reference 103

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:48:36.043240Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:48:34.139247Z digest=sha256:2134eebf2f029cba487d94dbd089a73bd670b477b5e6d62f090a3787b619386f

Observation b157754a-3606-456d-9a7b-0adf89ebc7b9 · outbound

This paper cites an unresolved cited work.

LLM-based Property-based Test Generation for Guardrailing Cyber-Physical Systems Unresolved cited work

Reference 104

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:48:35.839280Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:48:34.215014Z digest=sha256:fbb8d89df943b94e7b852a9b4a4308a55c03b5bcf94e58a964158c6e022eee10

Observation eb3ed6e7-ea8d-4aed-a110-f59824be48d4 · outbound

This paper cites an unresolved cited work.

LLM-based Property-based Test Generation for Guardrailing Cyber-Physical Systems Unresolved cited work

Reference 105

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:48:35.642946Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:48:34.388502Z digest=sha256:a9771a8de3114964833befd7b66b40054dbb536391bb674dc22ea2671ceb8f17

Observation b1fd3287-0e37-46b0-ad0a-8bbaae56457b · outbound

This paper cites an unresolved cited work.

LLM-based Property-based Test Generation for Guardrailing Cyber-Physical Systems Unresolved cited work

Reference 106

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:48:35.465210Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:48:34.500502Z digest=sha256:9a743362074d1967b83db7140f7d8dd4442cbaecf67b4eb7c366725e5c105cba

Observation eb0a83a0-9c46-4ad2-ae1f-235ca3cf015f · outbound

This paper cites an unresolved cited work.

LLM-based Property-based Test Generation for Guardrailing Cyber-Physical Systems Unresolved cited work

Reference 107

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:48:43.297142Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:48:34.648454Z digest=sha256:87202df409aaf16c45dbe840d0d0099c0f5f26a3cb1d7ecb293faf9c073e9b68

Observation 96bcb703-0725-41a9-93c4-5efdbfb392af · outbound

This paper cites an unresolved cited work.

LLM-based Property-based Test Generation for Guardrailing Cyber-Physical Systems Unresolved cited work

Reference 108

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:48:47.186167Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:48:34.721969Z digest=sha256:881868b5ca765a3589eef81da033709a5d1f8a5bfdc8cef8fc14fc85b6a655c5

Observation 567dcf07-91f5-4980-bf51-b722e20fee71 · outbound

This paper cites an unresolved cited work.

LLM-based Property-based Test Generation for Guardrailing Cyber-Physical Systems Unresolved cited work

Reference 109

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:48:46.818595Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:48:34.828505Z digest=sha256:578e6cd55ca2d368b70071627ad3e3e902fae7094b7f634cf9b1d465f394a170

Observation 06302b80-87bd-4433-be37-78e1b34835be · outbound

This paper cites an unresolved cited work.

LLM-based Property-based Test Generation for Guardrailing Cyber-Physical Systems Unresolved cited work

Reference 110

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:48:46.474169Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:48:34.922716Z digest=sha256:19247442ce86c6aa151b6d74fc4dfb15bf58a0340016a4ba9b817a10c1477236

Pith citing papers

Observation 06e5fde0-3efd-47c4-bdbc-a100afd5b0fb · inbound

Towards LLM-assisted High-Quality Property Generation for Solidity Smart Contracts cites this paper.

Towards LLM-assisted High-Quality Property Generation for Solidity Smart Contracts LLM-based Property-based Test Generation for Guardrailing Cyber-Physical Systems

Reference 47

Resolution
unresolved
no resolver link, observed 2026-07-31T23:53:53.558270Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-31T23:53:53.558270Z digest=sha256:ab81ce7fbcb76b36a721f0af1dce2b07120041e980634ef794699037ddfc815a