Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-06T22:45:59.396305Z
Paper Citation Record · LEDGER
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.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-06T22:45:59.396305Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
58 of 58 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation a652fb38-a127-45c9-941f-b09c458bf2d1 · outbound
Complex Model Transformations by Reinforcement Learning with Uncertain Human Guidance Recommending model refactoring rules from refactoring examples,
Reference 2
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.
Observation 8232069b-f2fc-44d7-b4f2-0286f60b097e · outbound
Complex Model Transformations by Reinforcement Learning with Uncertain Human Guidance Multi-objective optimization in rule-based design space exploration,
Reference 3
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.
Observation 1e5422af-e9c6-4a2f-a140-e52cc677dcfa · outbound
Complex Model Transformations by Reinforcement Learning with Uncertain Human Guidance Unresolved cited work
Reference 4
Source-reported events for the cited work
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Observation a91816fc-d903-447a-b3ed-fc5c6d127373 · outbound
Complex Model Transformations by Reinforcement Learning with Uncertain Human Guidance Personalized and automatic model repairing using reinforcement learning,
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3edf061a-d8d1-4cc1-bc02-39adfd4f8478 · outbound
Complex Model Transformations by Reinforcement Learning with Uncertain Human Guidance Towards reinforcement learning for in-place model transformations,
Reference 6
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.
Observation 83d71a13-c14a-417b-9897-365e1406545c · outbound
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
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.
Observation 21f78ccc-7e14-4e80-8f13-63b831da3d33 · outbound
Complex Model Transformations by Reinforcement Learning with Uncertain Human Guidance Reinforcement learning with human advice: A survey,
Reference 8
Source-reported events for the cited work
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Observation cdc64697-ae1b-485e-9d0b-9bd7454a9910 · outbound
Complex Model Transformations by Reinforcement Learning with Uncertain Human Guidance Parmorel: A framework for customizable model repair,
Reference 9
Source-reported events for the cited work
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Observation 396ed963-cedb-40f1-80e1-88628313eee2 · outbound
Complex Model Transformations by Reinforcement Learning with Uncertain Human Guidance A model-driven framework for guided design space exploration,
Reference 10
Source-reported events for the cited work
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Observation 354eabe6-3f79-4656-9ae9-3601054c56e9 · outbound
Complex Model Transformations by Reinforcement Learning with Uncertain Human Guidance Towards model repair by human opinion–guided rein- forcement learning,
Reference 11
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.
Observation 4346b514-9928-48f1-86a3-6618c0c1ecee · outbound
Complex Model Transformations by Reinforcement Learning with Uncertain Human Guidance Markov decision processes,
Reference 12
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.
Observation 9d260787-c81f-48bc-b27f-399e41e9ad9a · outbound
Complex Model Transformations by Reinforcement Learning with Uncertain Human Guidance Exploring fault parameter space using reinforcement learning- based fault injection,
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b7cb68dd-4456-41df-bb2a-67722f196893 · outbound
Complex Model Transformations by Reinforcement Learning with Uncertain Human Guidance DEVS model construction as a reinforcement learning problem,
Reference 14
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.
Observation b7229ffa-579e-482c-9af6-d71357f3b25a · outbound
Complex Model Transformations by Reinforcement Learning with Uncertain Human Guidance Agent- advising approaches in an interactive reinforcement learning scenario,
Reference 15
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.
Observation f9c1ba27-f58b-4daf-a896-9b9ca06afe6a · outbound
Complex Model Transformations by Reinforcement Learning with Uncertain Human Guidance Training a robot with evaluative feedback and unlabeled guidance signals,
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 08088eaa-706b-476f-9dd2-7f09dd800b2b · outbound
Complex Model Transformations by Reinforcement Learning with Uncertain Human Guidance Dynamic reward shaping: Training a robot by voice,
Reference 17
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.
Observation 9c0fdf44-832e-4083-9ef9-ee09b0c11231 · outbound
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
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.
Observation 92562021-2abd-41b1-b250-a98b5faf99ac · outbound
Complex Model Transformations by Reinforcement Learning with Uncertain Human Guidance Policy shaping: Integrating human feedback with reinforcement learn- ing,
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6a9e6443-ef86-483f-92b1-0807a0f7c354 · outbound
Complex Model Transformations by Reinforcement Learning with Uncertain Human Guidance Jøsang, Subjective logic
Reference 20
Source-reported events for the cited work
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Observation 4efa9701-dac3-4a20-93a9-24036dff3a0f · outbound
Complex Model Transformations by Reinforcement Learning with Uncertain Human Guidance Expressing confidence in models and in model transformation elements,
Reference 21
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.
Observation e9cb1dac-4b9c-4a10-bd92-ba7f54846c38 · outbound
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
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.
Observation 8d62cdbc-293a-4742-9e62-3878e4cced92 · outbound
Complex Model Transformations by Reinforcement Learning with Uncertain Human Guidance Uncertainty representation in software models: A survey,
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 61a9c7c7-0b57-4752-a967-09aab472497a · outbound
Complex Model Transformations by Reinforcement Learning with Uncertain Human Guidance Uncertainty-aware consistency checking in industrial settings,
Reference 24
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.
Observation bdd63cd2-3ac2-4322-9ba1-f6c034fef5d9 · outbound
Complex Model Transformations by Reinforcement Learning with Uncertain Human Guidance Model repair with quality-based reinforcement learning.,
Reference 25
Source-reported events for the cited work
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Observation 8cd9c4df-bed3-42d2-8c52-10b2d095cfb6 · outbound
Complex Model Transformations by Reinforcement Learning with Uncertain Human Guidance From single-objective to multi-objective reinforcement learning-based model transformation,
Reference 26
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.
Observation 5930035b-f072-4f3e-8695-e6bc98c206a7 · outbound
Complex Model Transformations by Reinforcement Learning with Uncertain Human Guidance A tool for automatically selecting optimal model transformation chains,
Reference 27
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.
Observation 56c2d3dd-f1b3-47d3-a629-dfc6a6a0ff22 · outbound
Complex Model Transformations by Reinforcement Learning with Uncertain Human Guidance Multi-objective model transformation chain exploration with MOMoT,
Reference 28
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.
Observation 1866d082-0314-49e9-8852-b302db586b03 · outbound
Complex Model Transformations by Reinforcement Learning with Uncertain Human Guidance Graph transformation in a nutshell,
Reference 29
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.
Observation 8fe1bf60-0754-412f-899f-c6574312ce5d · outbound
Complex Model Transformations by Reinforcement Learning with Uncertain Human Guidance Domain-specific model distance measures,
Reference 30
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.
Observation 430305c3-3581-4056-beee-a448630c83b3 · outbound
Complex Model Transformations by Reinforcement Learning with Uncertain Human Guidance VIATRA 3: A reactive model transformation platform,
Reference 31
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.
Observation a17a7283-eed4-4963-a109-3ff6f321f3c8 · outbound
Complex Model Transformations by Reinforcement Learning with Uncertain Human Guidance Opinion-Guided Reinforcement Learning
Reference 32
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.
Observation ffeefaf2-01e4-4a80-ab73-d3b3489fea68 · outbound
Complex Model Transformations by Reinforcement Learning with Uncertain Human Guidance Model-driven engineering,
Reference 33
Source-reported events for the cited work
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Observation 17a6b97c-b3b0-4573-a306-9b760af2350e · outbound
Complex Model Transformations by Reinforcement Learning with Uncertain Human Guidance Jøsang, Subjective Logic
Reference 34
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 891ac292-ce10-4e8d-a9be-b37d56c4b870 · outbound
Complex Model Transformations by Reinforcement Learning with Uncertain Human Guidance Automatic resolution of model merging conflicts using quality-based reinforcement learning,
Reference 35
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 226b106f-3d3a-4854-924c-8430e0b5dc68 · outbound
Complex Model Transformations by Reinforcement Learning with Uncertain Human Guidance Incremental resolution of model inconsistencies,
Reference 36
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.
Observation a1c714da-9c91-45df-aaea-0746180cab43 · outbound
Complex Model Transformations by Reinforcement Learning with Uncertain Human Guidance A mde approach for heterogeneous models consistency,
Reference 37
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.
Observation eab4e7b7-fc46-4707-ac12-e028667468d4 · outbound
Complex Model Transformations by Reinforcement Learning with Uncertain Human Guidance Engineering process transformation to manage (in)consistency,
Reference 38
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.
Observation 0fbf6194-bd92-4fed-a701-2ed4f53f927b · outbound
Complex Model Transformations by Reinforcement Learning with Uncertain Human Guidance Model consistency as a heuristic for eventual correctness,
Reference 40
Source-reported events for the cited work
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Observation 5f310f4a-6005-40c0-83be-e2be9dd42cff · outbound
Complex Model Transformations by Reinforcement Learning with Uncertain Human Guidance Driving requirements evolution by engineers’ opinions,
Reference 41
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.
Observation 71a6c780-ab6b-4447-9b63-3b583ad3a624 · outbound
Complex Model Transformations by Reinforcement Learning with Uncertain Human Guidance Change-preserving model repair,
Reference 42
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.
Observation 77db2a60-a76c-4c6e-8c78-a1be9a0e8693 · outbound
Complex Model Transformations by Reinforcement Learning with Uncertain Human Guidance Model-transformation-based computational design synthesis for mis- sion architecture optimization,
Reference 43
Source-reported events for the cited work
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Observation 0c7f345c-ea1d-47cc-af00-17d81168675c · outbound
Complex Model Transformations by Reinforcement Learning with Uncertain Human Guidance Probabilistic graph queries for design space exploration under uncertainty,
Reference 44
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.
Observation 0311a0c1-79e8-4ce3-a768-1aad6122aaa4 · outbound
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
Source-reported events for the cited work
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Observation b12128d4-5b69-4ce6-a733-84829912f07a · outbound
Complex Model Transformations by Reinforcement Learning with Uncertain Human Guidance Marlon: A domain-specific language for multi-agent reinforcement learning on networks,
Reference 46
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.
Observation 7cbea38a-c5c8-4940-ba8f-49ad8b6f2f40 · outbound
Complex Model Transformations by Reinforcement Learning with Uncertain Human Guidance Ontology-based development of domain-specific languages via customizing base language,
Reference 47
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.
Observation 251b38e3-e3df-4933-ad61-a95edacd4830 · outbound
Complex Model Transformations by Reinforcement Learning with Uncertain Human Guidance Automated generation of testing tools for domain- specific languages,
Reference 48
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.
Observation f4ceab04-c7f1-4502-94eb-9106bdae0a9b · outbound
Complex Model Transformations by Reinforcement Learning with Uncertain Human Guidance Generation of custom textual model editors,
Reference 49
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.
Observation 11bb8d31-42ce-4f26-864e-bc4fa7fa2171 · outbound
Complex Model Transformations by Reinforcement Learning with Uncertain Human Guidance Toward intelligent generation of tailored graphical concrete syntax,
Reference 50
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e2ac3433-0f8e-42d0-8eac-2366347dff5e · outbound
Complex Model Transformations by Reinforcement Learning with Uncertain Human Guidance Adaptive modelling languages: Abstract syntax and model migration,
Reference 51
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.
Observation 991cd4d5-1d71-448c-a3f1-fa4db78e37ff · outbound
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
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.
Observation 02b9a124-2431-47f8-819b-cb3bb5b29e80 · outbound
Complex Model Transformations by Reinforcement Learning with Uncertain Human Guidance User experience for model-driven engineering: Chal- lenges and future directions,
Reference 53
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.
Observation 4bfa8132-cff6-47cc-b49c-6f63985fbaff · outbound
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
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.
Observation f1e8a5d6-7317-42f3-a260-8b38c3a4672e · outbound
Complex Model Transformations by Reinforcement Learning with Uncertain Human Guidance Statecharts: A visual formalism for complex systems,
Reference 55
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.
Observation 91831bfa-c723-48da-8bc2-b781afa8b1af · outbound
Complex Model Transformations by Reinforcement Learning with Uncertain Human Guidance Automatic code generation from unified modelling language sequence diagrams,
Reference 56
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.
Observation 856d2fee-08d5-4fba-a917-84d645432e59 · outbound
Complex Model Transformations by Reinforcement Learning with Uncertain Human Guidance A game of alignment:collective behavior of multi-species
Reference 439
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4c8ec284-f6c4-43a0-9108-9921c949ff3b · outbound
Complex Model Transformations by Reinforcement Learning with Uncertain Human Guidance Unresolved cited work
Reference 1212
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.
Observation b64d792a-78f7-4ad3-881b-847751db1cfe · outbound
Complex Model Transformations by Reinforcement Learning with Uncertain Human Guidance Unresolved cited work
Reference 1374
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.
Observation bca13ec7-7ced-4419-8378-d752428f32a8 · outbound
Complex Model Transformations by Reinforcement Learning with Uncertain Human Guidance Unresolved cited work
Reference 2024
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.
No inbound Pith citation observations are available.