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Paper Citation Record · LEDGER

Complex Model Transformations by Reinforcement Learning with Uncertain Human Guidance

As of 8 August 2026, this Paper Citation Record lists 58 of 58 outbound references and 0 inbound Pith citation observations for arXiv:2506.20883.

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

pith.paper-citation-record.v1
2506.20883 v2

Coverage vector

measured 58 of 58 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T22:45:59.396305Z

measured 58 of 58 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+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

58 of 58 outbound references displayed

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  • verified fuzzy20
  • unresolved9
  • parse uncertain0
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation a652fb38-a127-45c9-941f-b09c458bf2d1 · outbound

This paper cites Recommending model refactoring rules from refactoring examples,.

Complex Model Transformations by Reinforcement Learning with Uncertain Human Guidance Recommending model refactoring rules from refactoring examples,

Reference 2

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Observation 8232069b-f2fc-44d7-b4f2-0286f60b097e · outbound

This paper cites Multi-objective optimization in rule-based design space exploration,.

Complex Model Transformations by Reinforcement Learning with Uncertain Human Guidance Multi-objective optimization in rule-based design space exploration,

Reference 3

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Observation 1e5422af-e9c6-4a2f-a140-e52cc677dcfa · outbound

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Complex Model Transformations by Reinforcement Learning with Uncertain Human Guidance Unresolved cited work

Reference 4

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Observation a91816fc-d903-447a-b3ed-fc5c6d127373 · outbound

This paper cites Personalized and automatic model repairing using reinforcement learning,.

Complex Model Transformations by Reinforcement Learning with Uncertain Human Guidance Personalized and automatic model repairing using reinforcement learning,

Reference 5

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Source-reported events for the cited work

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Observation 3edf061a-d8d1-4cc1-bc02-39adfd4f8478 · outbound

This paper cites Towards reinforcement learning for in-place model transformations,.

Complex Model Transformations by Reinforcement Learning with Uncertain Human Guidance Towards reinforcement learning for in-place model transformations,

Reference 6

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Source-reported events for the cited work

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Observation 83d71a13-c14a-417b-9897-365e1406545c · outbound

This paper cites Facil- itating the migration to the microservice architecture via model-driven reverse engineering and reinforcement learning,.

Complex Model Transformations by Reinforcement Learning with Uncertain Human Guidance Facil- itating the migration to the microservice architecture via model-driven reverse engineering and reinforcement learning,

Reference 7

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verified exact
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation 21f78ccc-7e14-4e80-8f13-63b831da3d33 · outbound

This paper cites Reinforcement learning with human advice: A survey,.

Complex Model Transformations by Reinforcement Learning with Uncertain Human Guidance Reinforcement learning with human advice: A survey,

Reference 8

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation cdc64697-ae1b-485e-9d0b-9bd7454a9910 · outbound

This paper cites Parmorel: A framework for customizable model repair,.

Complex Model Transformations by Reinforcement Learning with Uncertain Human Guidance Parmorel: A framework for customizable model repair,

Reference 9

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verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation 396ed963-cedb-40f1-80e1-88628313eee2 · outbound

This paper cites A model-driven framework for guided design space exploration,.

Complex Model Transformations by Reinforcement Learning with Uncertain Human Guidance A model-driven framework for guided design space exploration,

Reference 10

Resolution
verified exact
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Source-reported events for the cited work

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Observation 354eabe6-3f79-4656-9ae9-3601054c56e9 · outbound

This paper cites Towards model repair by human opinion–guided rein- forcement learning,.

Complex Model Transformations by Reinforcement Learning with Uncertain Human Guidance Towards model repair by human opinion–guided rein- forcement learning,

Reference 11

Resolution
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Source-reported events for the cited work

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Observation 4346b514-9928-48f1-86a3-6618c0c1ecee · outbound

This paper cites Markov decision processes,.

Complex Model Transformations by Reinforcement Learning with Uncertain Human Guidance Markov decision processes,

Reference 12

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation 9d260787-c81f-48bc-b27f-399e41e9ad9a · outbound

This paper cites Exploring fault parameter space using reinforcement learning- based fault injection,.

Complex Model Transformations by Reinforcement Learning with Uncertain Human Guidance Exploring fault parameter space using reinforcement learning- based fault injection,

Reference 13

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Source-reported events for the cited work

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Observation b7cb68dd-4456-41df-bb2a-67722f196893 · outbound

This paper cites DEVS model construction as a reinforcement learning problem,.

Complex Model Transformations by Reinforcement Learning with Uncertain Human Guidance DEVS model construction as a reinforcement learning problem,

Reference 14

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation b7229ffa-579e-482c-9af6-d71357f3b25a · outbound

This paper cites Agent- advising approaches in an interactive reinforcement learning scenario,.

Complex Model Transformations by Reinforcement Learning with Uncertain Human Guidance Agent- advising approaches in an interactive reinforcement learning scenario,

Reference 15

Resolution
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Source-reported events for the cited work

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Observation f9c1ba27-f58b-4daf-a896-9b9ca06afe6a · outbound

This paper cites Training a robot with evaluative feedback and unlabeled guidance signals,.

Complex Model Transformations by Reinforcement Learning with Uncertain Human Guidance Training a robot with evaluative feedback and unlabeled guidance signals,

Reference 16

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 08088eaa-706b-476f-9dd2-7f09dd800b2b · outbound

This paper cites Dynamic reward shaping: Training a robot by voice,.

Complex Model Transformations by Reinforcement Learning with Uncertain Human Guidance Dynamic reward shaping: Training a robot by voice,

Reference 17

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation 9c0fdf44-832e-4083-9ef9-ee09b0c11231 · outbound

This paper cites Reinforcement learning with human teachers: Evidence of feedback and guidance with implications for learning performance,.

Complex Model Transformations by Reinforcement Learning with Uncertain Human Guidance Reinforcement learning with human teachers: Evidence of feedback and guidance with implications for learning performance,

Reference 18

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation 92562021-2abd-41b1-b250-a98b5faf99ac · outbound

This paper cites Policy shaping: Integrating human feedback with reinforcement learn- ing,.

Complex Model Transformations by Reinforcement Learning with Uncertain Human Guidance Policy shaping: Integrating human feedback with reinforcement learn- ing,

Reference 19

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 6a9e6443-ef86-483f-92b1-0807a0f7c354 · outbound

This paper cites Jøsang, Subjective logic.

Complex Model Transformations by Reinforcement Learning with Uncertain Human Guidance Jøsang, Subjective logic

Reference 20

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation 4efa9701-dac3-4a20-93a9-24036dff3a0f · outbound

This paper cites Expressing confidence in models and in model transformation elements,.

Complex Model Transformations by Reinforcement Learning with Uncertain Human Guidance Expressing confidence in models and in model transformation elements,

Reference 21

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verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation e9cb1dac-4b9c-4a10-bd92-ba7f54846c38 · outbound

This paper cites A belief-theoretic framework for the collaborative development and integration of para-consistent conceptual models,.

Complex Model Transformations by Reinforcement Learning with Uncertain Human Guidance A belief-theoretic framework for the collaborative development and integration of para-consistent conceptual models,

Reference 22

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verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation 8d62cdbc-293a-4742-9e62-3878e4cced92 · outbound

This paper cites Uncertainty representation in software models: A survey,.

Complex Model Transformations by Reinforcement Learning with Uncertain Human Guidance Uncertainty representation in software models: A survey,

Reference 23

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 61a9c7c7-0b57-4752-a967-09aab472497a · outbound

This paper cites Uncertainty-aware consistency checking in industrial settings,.

Complex Model Transformations by Reinforcement Learning with Uncertain Human Guidance Uncertainty-aware consistency checking in industrial settings,

Reference 24

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation bdd63cd2-3ac2-4322-9ba1-f6c034fef5d9 · outbound

This paper cites Model repair with quality-based reinforcement learning.,.

Complex Model Transformations by Reinforcement Learning with Uncertain Human Guidance Model repair with quality-based reinforcement learning.,

Reference 25

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verified exact
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation 8cd9c4df-bed3-42d2-8c52-10b2d095cfb6 · outbound

This paper cites From single-objective to multi-objective reinforcement learning-based model transformation,.

Complex Model Transformations by Reinforcement Learning with Uncertain Human Guidance From single-objective to multi-objective reinforcement learning-based model transformation,

Reference 26

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verified exact
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation 5930035b-f072-4f3e-8695-e6bc98c206a7 · outbound

This paper cites A tool for automatically selecting optimal model transformation chains,.

Complex Model Transformations by Reinforcement Learning with Uncertain Human Guidance A tool for automatically selecting optimal model transformation chains,

Reference 27

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation 56c2d3dd-f1b3-47d3-a629-dfc6a6a0ff22 · outbound

This paper cites Multi-objective model transformation chain exploration with MOMoT,.

Complex Model Transformations by Reinforcement Learning with Uncertain Human Guidance Multi-objective model transformation chain exploration with MOMoT,

Reference 28

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verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation 1866d082-0314-49e9-8852-b302db586b03 · outbound

This paper cites Graph transformation in a nutshell,.

Complex Model Transformations by Reinforcement Learning with Uncertain Human Guidance Graph transformation in a nutshell,

Reference 29

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verified exact
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation 8fe1bf60-0754-412f-899f-c6574312ce5d · outbound

This paper cites Domain-specific model distance measures,.

Complex Model Transformations by Reinforcement Learning with Uncertain Human Guidance Domain-specific model distance measures,

Reference 30

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verified exact
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation 430305c3-3581-4056-beee-a448630c83b3 · outbound

This paper cites VIATRA 3: A reactive model transformation platform,.

Complex Model Transformations by Reinforcement Learning with Uncertain Human Guidance VIATRA 3: A reactive model transformation platform,

Reference 31

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation a17a7283-eed4-4963-a109-3ff6f321f3c8 · outbound

This paper cites Opinion-Guided Reinforcement Learning.

Complex Model Transformations by Reinforcement Learning with Uncertain Human Guidance Opinion-Guided Reinforcement Learning

Reference 32

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verified exact
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation ffeefaf2-01e4-4a80-ab73-d3b3489fea68 · outbound

This paper cites Model-driven engineering,.

Complex Model Transformations by Reinforcement Learning with Uncertain Human Guidance Model-driven engineering,

Reference 33

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verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation 17a6b97c-b3b0-4573-a306-9b760af2350e · outbound

This paper cites Jøsang, Subjective Logic.

Complex Model Transformations by Reinforcement Learning with Uncertain Human Guidance Jøsang, Subjective Logic

Reference 34

Resolution
unresolved
no resolver link, observed 2026-08-06T22:45:57.311447Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T22:45:57.311447Z digest=sha256:8163e1fd55ae440c207a457d5e2ad923fec65e8f04025b774e51f69d2a1582b4

Observation 891ac292-ce10-4e8d-a9be-b37d56c4b870 · outbound

This paper cites Automatic resolution of model merging conflicts using quality-based reinforcement learning,.

Complex Model Transformations by Reinforcement Learning with Uncertain Human Guidance Automatic resolution of model merging conflicts using quality-based reinforcement learning,

Reference 35

Resolution
unresolved
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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T22:45:57.381058Z digest=sha256:53d71ef431e7c10f6eaba191a36faa40f85f874f108ac5d14a2ea1ba38900e6d

Observation 226b106f-3d3a-4854-924c-8430e0b5dc68 · outbound

This paper cites Incremental resolution of model inconsistencies,.

Complex Model Transformations by Reinforcement Learning with Uncertain Human Guidance Incremental resolution of model inconsistencies,

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:46:02.565870Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation a1c714da-9c91-45df-aaea-0746180cab43 · outbound

This paper cites A mde approach for heterogeneous models consistency,.

Complex Model Transformations by Reinforcement Learning with Uncertain Human Guidance A mde approach for heterogeneous models consistency,

Reference 37

Resolution
verified exact
doi, observed 2026-08-06T22:45:59.821868Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T22:45:57.493592Z digest=sha256:d70d4fee73a9c8aa565b97e2ad718db1df02d1605211304ba5a6286358f098b3

Observation eab4e7b7-fc46-4707-ac12-e028667468d4 · outbound

This paper cites Engineering process transformation to manage (in)consistency,.

Complex Model Transformations by Reinforcement Learning with Uncertain Human Guidance Engineering process transformation to manage (in)consistency,

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:46:02.549279Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T22:45:57.570977Z digest=sha256:ee78626d1113a2426b1cfdc7a6d4a5cf7a4d60606af5060115b76d43d278299f

Observation 0fbf6194-bd92-4fed-a701-2ed4f53f927b · outbound

This paper cites Model consistency as a heuristic for eventual correctness,.

Complex Model Transformations by Reinforcement Learning with Uncertain Human Guidance Model consistency as a heuristic for eventual correctness,

Reference 40

Resolution
unresolved
no resolver link, observed 2026-08-06T22:45:57.746624Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T22:45:57.746624Z digest=sha256:0bc6123d82c18614817dfd6867b27a39a9a9bd31e9579fac530fa1c88e42f064

Observation 5f310f4a-6005-40c0-83be-e2be9dd42cff · outbound

This paper cites Driving requirements evolution by engineers’ opinions,.

Complex Model Transformations by Reinforcement Learning with Uncertain Human Guidance Driving requirements evolution by engineers’ opinions,

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:46:02.530626Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T22:45:57.793817Z digest=sha256:d81ae5ff5b27d47de5cd78d72f7bf2a8cd90bec40542e8ac55ec7fc3828de497

Observation 71a6c780-ab6b-4447-9b63-3b583ad3a624 · outbound

This paper cites Change-preserving model repair,.

Complex Model Transformations by Reinforcement Learning with Uncertain Human Guidance Change-preserving model repair,

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:46:02.512224Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T22:45:57.983747Z digest=sha256:bbda182b27ab06c35b8c2df67008e36d307703a5e23af76d4abc5d915138050d

Observation 77db2a60-a76c-4c6e-8c78-a1be9a0e8693 · outbound

This paper cites Model-transformation-based computational design synthesis for mis- sion architecture optimization,.

Complex Model Transformations by Reinforcement Learning with Uncertain Human Guidance Model-transformation-based computational design synthesis for mis- sion architecture optimization,

Reference 43

Resolution
metadata mismatch
raw_fallback, observed 2026-08-06T22:46:00.975964Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T22:45:58.086955Z digest=sha256:936aa9768d1be0b8b08a10bc78f9d87f4781a6ae305f4dc09ceb31de23288b58

Observation 0c7f345c-ea1d-47cc-af00-17d81168675c · outbound

This paper cites Probabilistic graph queries for design space exploration under uncertainty,.

Complex Model Transformations by Reinforcement Learning with Uncertain Human Guidance Probabilistic graph queries for design space exploration under uncertainty,

Reference 44

Resolution
metadata mismatch
raw_fallback, observed 2026-08-06T22:46:00.742862Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T22:45:58.155609Z digest=sha256:1397c517630b19e838a4258444af6c534b33f0769ef7e022e82bcffc495b6d8e

Observation 0311a0c1-79e8-4ce3-a768-1aad6122aaa4 · outbound

This paper cites Grand challenges in model-driven engineering: An analysis of the state of the research,.

Complex Model Transformations by Reinforcement Learning with Uncertain Human Guidance Grand challenges in model-driven engineering: An analysis of the state of the research,

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:46:02.495205Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T22:45:58.277172Z digest=sha256:bf9ebe22a45d732762526fa2036bf2f16c4664432ba54b56724093060a09e7dd

Observation b12128d4-5b69-4ce6-a733-84829912f07a · outbound

This paper cites Marlon: A domain-specific language for multi-agent reinforcement learning on networks,.

Complex Model Transformations by Reinforcement Learning with Uncertain Human Guidance Marlon: A domain-specific language for multi-agent reinforcement learning on networks,

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:46:02.474558Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T22:45:58.448470Z digest=sha256:71d93dbb4374a7cc5b4ebb6539696f2e6ab0925d828cf481e1ff78552fc84e21

Observation 7cbea38a-c5c8-4940-ba8f-49ad8b6f2f40 · outbound

This paper cites Ontology-based development of domain-specific languages via customizing base language,.

Complex Model Transformations by Reinforcement Learning with Uncertain Human Guidance Ontology-based development of domain-specific languages via customizing base language,

Reference 47

Resolution
verified exact
raw_fallback, observed 2026-08-06T22:46:00.504666Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T22:45:58.502793Z digest=sha256:509d31a00c9af37a14b6999222e4fbd192ddc09ca3aeccc05d8b4d2cec571f57

Observation 251b38e3-e3df-4933-ad61-a95edacd4830 · outbound

This paper cites Automated generation of testing tools for domain- specific languages,.

Complex Model Transformations by Reinforcement Learning with Uncertain Human Guidance Automated generation of testing tools for domain- specific languages,

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:46:02.452869Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T22:45:58.621663Z digest=sha256:e0fb1fe807215d22268d8040ba34b0fb9073cf954a2a5b06a810471f657f5fc0

Observation f4ceab04-c7f1-4502-94eb-9106bdae0a9b · outbound

This paper cites Generation of custom textual model editors,.

Complex Model Transformations by Reinforcement Learning with Uncertain Human Guidance Generation of custom textual model editors,

Reference 49

Resolution
verified exact
doi, observed 2026-08-06T22:45:59.788472Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T22:45:58.773067Z digest=sha256:b56d2e09613af8c0f408c080155e0ca3afb655124d2a6c304425ea62070359c7

Observation 11bb8d31-42ce-4f26-864e-bc4fa7fa2171 · outbound

This paper cites Toward intelligent generation of tailored graphical concrete syntax,.

Complex Model Transformations by Reinforcement Learning with Uncertain Human Guidance Toward intelligent generation of tailored graphical concrete syntax,

Reference 50

Resolution
unresolved
no resolver link, observed 2026-08-06T22:45:58.839625Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T22:45:58.839625Z digest=sha256:ab4ad88bf795175445211a972cb63e315541e2b41e4e0c36c3dda7f113e17c08

Observation e2ac3433-0f8e-42d0-8eac-2366347dff5e · outbound

This paper cites Adaptive modelling languages: Abstract syntax and model migration,.

Complex Model Transformations by Reinforcement Learning with Uncertain Human Guidance Adaptive modelling languages: Abstract syntax and model migration,

Reference 51

Resolution
verified exact
doi, observed 2026-08-06T22:45:59.771978Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T22:45:58.956356Z digest=sha256:f527ac35422625fe33ddbfbc78ca8399faadbb3bfde4aed46911d948ded694a7

Observation 991cd4d5-1d71-448c-a3f1-fa4db78e37ff · outbound

This paper cites Bridging the Silos of Digitalization and Sustainability by Twin Transition: A Multivocal Literature Review.

Complex Model Transformations by Reinforcement Learning with Uncertain Human Guidance Bridging the Silos of Digitalization and Sustainability by Twin Transition: A Multivocal Literature Review

Reference 52

Resolution
verified exact
local_arxiv, observed 2026-08-06T22:46:00.220454Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T22:45:59.058218Z digest=sha256:509e9b3f71641c3d1e7bcbc73eb976945d9a1c7a269d9a8faa8baf8d29b97ebf

Observation 02b9a124-2431-47f8-819b-cb3bb5b29e80 · outbound

This paper cites User experience for model-driven engineering: Chal- lenges and future directions,.

Complex Model Transformations by Reinforcement Learning with Uncertain Human Guidance User experience for model-driven engineering: Chal- lenges and future directions,

Reference 53

Resolution
verified exact
doi, observed 2026-08-06T22:45:59.756557Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T22:45:59.132244Z digest=sha256:cf7a75e6bffdaf3a7e964dee0501a5548a0f5e9e6987fcfe7ba79864a64f68ec

Observation 4bfa8132-cff6-47cc-b49c-6f63985fbaff · outbound

This paper cites Blended modeling in commercial and open-source model-driven software engineering tools: A systematic study,.

Complex Model Transformations by Reinforcement Learning with Uncertain Human Guidance Blended modeling in commercial and open-source model-driven software engineering tools: A systematic study,

Reference 54

Resolution
verified exact
doi, observed 2026-08-06T22:45:59.740337Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T22:45:59.199339Z digest=sha256:d8b7ccf62789083d8bfc473ef9ddbf450c31a3a0e9b108ee867be97e4442b5e1

Observation f1e8a5d6-7317-42f3-a260-8b38c3a4672e · outbound

This paper cites Statecharts: A visual formalism for complex systems,.

Complex Model Transformations by Reinforcement Learning with Uncertain Human Guidance Statecharts: A visual formalism for complex systems,

Reference 55

Resolution
verified exact
doi, observed 2026-08-06T22:45:59.527471Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T22:45:59.295495Z digest=sha256:2dd3bedb4ae051bcc16ec4111ae97261fe22177617b40a9b8ab3808e9142faf5

Observation 91831bfa-c723-48da-8bc2-b781afa8b1af · outbound

This paper cites Automatic code generation from unified modelling language sequence diagrams,.

Complex Model Transformations by Reinforcement Learning with Uncertain Human Guidance Automatic code generation from unified modelling language sequence diagrams,

Reference 56

Resolution
verified exact
raw_fallback, observed 2026-08-06T22:46:00.122307Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T22:45:59.396305Z digest=sha256:abb7d7ad4d5cb3aa745f5dedb51e392bc5a6fb6796ec91245c54686501ddaa88

Observation 856d2fee-08d5-4fba-a917-84d645432e59 · outbound

This paper cites A game of alignment:collective behavior of multi-species.

Complex Model Transformations by Reinforcement Learning with Uncertain Human Guidance A game of alignment:collective behavior of multi-species

Reference 439

Resolution
unresolved
no resolver link, observed 2026-08-06T22:45:58.694245Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T22:45:58.694245Z digest=sha256:83e8fef19be8986dc17332076bdcfd40a96c4320b0d4e34b0e6e88616f60e4bf

Observation 4c8ec284-f6c4-43a0-9108-9921c949ff3b · outbound

This paper cites an unresolved cited work.

Complex Model Transformations by Reinforcement Learning with Uncertain Human Guidance Unresolved cited work

Reference 1212

Resolution
verified exact
doi, observed 2026-08-06T22:45:59.920554Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T22:45:56.348498Z digest=sha256:3c2ff6042dc983d6d959509e391d8f7d98351803bc7f96fb37826b3a460400e2

Observation b64d792a-78f7-4ad3-881b-847751db1cfe · outbound

This paper cites an unresolved cited work.

Complex Model Transformations by Reinforcement Learning with Uncertain Human Guidance Unresolved cited work

Reference 1374

Resolution
verified exact
doi, observed 2026-08-06T22:45:59.804504Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T22:45:58.358652Z digest=sha256:17023e2257834d6f9d78fe182a5bc06d7dcb58f23ec2ddc17f59dfcafafdcc66

Observation bca13ec7-7ced-4419-8378-d752428f32a8 · outbound

This paper cites an unresolved cited work.

Complex Model Transformations by Reinforcement Learning with Uncertain Human Guidance Unresolved cited work

Reference 2024

Resolution
metadata mismatch
raw_fallback, observed 2026-08-06T22:46:01.314842Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T22:45:57.876646Z digest=sha256:ade8cf31ab4005286d69358d829ab934a0f5433a926b6928d1852d54b4bf776c

Pith citing papers

No inbound Pith citation observations are available.