Paper Citation Record · LEDGER

Simulink Mutation Testing using CodeBERT

As of 11 August 2026, this Paper Citation Record lists 29 of 29 outbound references and 0 inbound Pith citation observations for arXiv:2501.07553.

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

pith.paper-citation-record.v1
2501.07553 v1

Coverage vector

measured 29 of 29 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T20:43:16.763159Z

measured 29 of 29 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-11T06:34:44.6726+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

29 of 29 outbound references displayed

verified exact1
verified fuzzy23
unresolved5
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 58987158-2dd3-47d9-a285-c807dd1830ff · outbound

This paper cites https://bit.ly/BERTiMuS-Anonym, 2024.

Simulink Mutation Testing using CodeBERT https://bit.ly/BERTiMuS-Anonym, 2024

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:43:17.075607Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 920e4aec-97b5-4992-8d5c-7c82f24c8dc5 · outbound

This paper cites GPT-4 Technical Report.

Simulink Mutation Testing using CodeBERT GPT-4 Technical Report

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-10T20:43:16.670186Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4bb3f9bd-463f-4a9f-b2b0-850eb3781edc · outbound

This paper cites Fim: fault injection and mutation for simulink.

Simulink Mutation Testing using CodeBERT Fim: fault injection and mutation for simulink

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:43:17.065183Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 59d0a9b5-0f1b-4201-b230-990e75799989 · outbound

This paper cites Property-based mutation testing.

Simulink Mutation Testing using CodeBERT Property-based mutation testing

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:43:17.054668Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 61f9960a-769b-4442-8f08-73fab43ace8e · outbound

This paper cites Mutation operators for simulink models.

Simulink Mutation Testing using CodeBERT Mutation operators for simulink models

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:43:17.043539Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 8fa2f680-8a41-4169-b903-737e73fa71df · outbound

This paper cites Enhancing genetic improvement mutations using large lan- guage models.

Simulink Mutation Testing using CodeBERT Enhancing genetic improvement mutations using large lan- guage models

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:43:17.034384Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 9043c323-6ac4-414f-9160-de203c66fb4a · outbound

This paper cites Effective test generation using pre- trained large language models and mutation testing.

Simulink Mutation Testing using CodeBERT Effective test generation using pre- trained large language models and mutation testing

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:43:17.023769Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 1730a5cd-c74c-413d-aee4-c98f1aba5f3e · outbound

This paper cites µbert: Mutation testing using pre-trained language models.

Simulink Mutation Testing using CodeBERT µbert: Mutation testing using pre-trained language models

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:43:17.014131Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation e0fac950-65fb-4102-bcfa-6186658fb14b · outbound

This paper cites BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding.

Simulink Mutation Testing using CodeBERT BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-10T20:43:16.695395Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 06bf2700-f9de-4837-835a-4da579cfc383 · outbound

This paper cites CodeBERT: A Pre-Trained Model for Programming and Natural Languages.

Simulink Mutation Testing using CodeBERT CodeBERT: A Pre-Trained Model for Programming and Natural Languages

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-10T20:43:16.699133Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 62f80fc5-cc39-49d6-bb5c-2600c459ab2b · outbound

This paper cites Whalen, and Mats Per Erik Heimdahl.

Simulink Mutation Testing using CodeBERT Whalen, and Mats Per Erik Heimdahl

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:43:17.004801Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 39581f4d-2287-4c3e-a08c-7a24622157e7 · outbound

This paper cites On the applicability of language models to block-based programs.

Simulink Mutation Testing using CodeBERT On the applicability of language models to block-based programs

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:43:16.995083Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation a7e6557b-1603-49ed-bb74-4a41cb97c0fc · outbound

This paper cites Test-case generation for embedded simulink via formal concept analysis.

Simulink Mutation Testing using CodeBERT Test-case generation for embedded simulink via formal concept analysis

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:43:16.985653Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation cd42ea99-8c1e-48e1-a7d8-7677c12b5498 · outbound

This paper cites An analysis and survey of the development of mutation testing.

Simulink Mutation Testing using CodeBERT An analysis and survey of the development of mutation testing

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:43:16.975581Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 36f51631-20d1-4e11-bc18-ea4576e0a158 · outbound

This paper cites Defects4j: A database of existing faults to enable controlled testing studies for java programs.

Simulink Mutation Testing using CodeBERT Defects4j: A database of existing faults to enable controlled testing studies for java programs

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-10T20:43:16.715807Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9e971468-5892-4518-a5aa-291181af1c64 · outbound

This paper cites Efficient Mutation Testing via Pre-Trained Language Models.

Simulink Mutation Testing using CodeBERT Efficient Mutation Testing via Pre-Trained Language Models

Reference 16

Resolution: verified exact; local_arxiv, observed 2026-08-10T20:43:16.798080Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 0108a1d8-eb55-43ca-a8e1-1700e6158e0c · outbound

This paper cites Mutation- based test data generation for simulink models using genetic algorithm and simulated annealing.

Simulink Mutation Testing using CodeBERT Mutation- based test data generation for simulink models using genetic algorithm and simulated annealing

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:43:16.960138Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 3b57b48b-d22c-4407-bf19-daf563a7f543 · outbound

This paper cites Briand, and Thomas Bruck- mann.

Simulink Mutation Testing using CodeBERT Briand, and Thomas Bruck- mann

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:43:16.950203Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation a7efe70c-1e31-4e90-86c4-22a94781ca51 · outbound

This paper cites an unresolved cited work.

Simulink Mutation Testing using CodeBERT Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-10T20:43:16.940753Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 827df205-7927-4f0f-b44b-f70acadc6846 · outbound

This paper cites Requirements- driven slicing of simulink models using llms.

Simulink Mutation Testing using CodeBERT Requirements- driven slicing of simulink models using llms

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:43:16.930168Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 9db9a4a6-79b6-47a3-a295-3e8c2e465bb8 · outbound

This paper cites Test generation and test prioritization for simulink models with dynamic behavior.

Simulink Mutation Testing using CodeBERT Test generation and test prioritization for simulink models with dynamic behavior

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:43:16.920570Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation f086e84a-dba2-4a5c-9a8a-7257bb70e01e · outbound

This paper cites Briand, Thomas Bruckmann, and Claude Poull.

Simulink Mutation Testing using CodeBERT Briand, Thomas Bruckmann, and Claude Poull

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:43:16.911666Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation fb047aaf-0ce2-4818-9c24-e4499ddac819 · outbound

This paper cites Mavridou, H.

Simulink Mutation Testing using CodeBERT Mavridou, H

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:43:16.901366Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 8a40d936-abd7-4c10-a20b-5152e5d870e2 · outbound

This paper cites Briand, Stephen Foster, and David Wolfe.

Simulink Mutation Testing using CodeBERT Briand, Stephen Foster, and David Wolfe

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:43:16.891133Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation e03777d8-5f0f-422c-816f-196758b4059e · outbound

This paper cites Mutation testing advances: an analysis and survey.

Simulink Mutation Testing using CodeBERT Mutation testing advances: an analysis and survey

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:43:16.880178Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 95bccb2d-8f5b-4e3f-be04-7c5d4a0264da · outbound

This paper cites SIMULTATE: A toolset for fault injection and mutation testing of simulink models.

Simulink Mutation Testing using CodeBERT SIMULTATE: A toolset for fault injection and mutation testing of simulink models

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:43:16.868723Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation f74b8b52-f34a-4c69-911e-dd91857ae518 · outbound

This paper cites Requirements coverage as an adequacy measure for conformance testing.

Simulink Mutation Testing using CodeBERT Requirements coverage as an adequacy measure for conformance testing

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:43:16.857901Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 5d42c10b-2ef8-4534-8219-d988ee79fe07 · outbound

This paper cites SLNET: A redistributable corpus of 3rd-party simulink models.

Simulink Mutation Testing using CodeBERT SLNET: A redistributable corpus of 3rd-party simulink models

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:43:16.847028Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 36ad57b1-0e87-499e-9115-3cd43ae6bb55 · outbound

This paper cites Simulink, 2023.

Simulink Mutation Testing using CodeBERT Simulink, 2023

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:43:16.836603Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Pith citing papers

No inbound Pith citation observations are available.