{"as_of":"2026-08-08T14:39:00Z","caps":{"database_statements":6,"inbound":100,"outbound":100},"context_digest":"sha256:161ec6eb960cc6c626ad903f1b91cfb69a5acf43570c5c78406f921418177f6b","coverage":[{"denominator":84,"lane":"reference_resolution","note":"Typed states for the displayed outbound observations.","records_observed":84,"source":"paper_references, paper_reference_links","source_observed_at":"2026-08-07T05:58:08.560649Z","state":"measured"},{"denominator":84,"lane":"standing_notices","note":"One-hop event checks from named stored sources.","records_observed":84,"source":"scholarly_work_events, retraction_status_cache","source_observed_at":"2026-08-08T06:32:00.761636+00:00","state":"measured"},{"denominator":0,"lane":"inbound_itemization","note":"Pith citing papers itemized under the disclosed page cap.","records_observed":0,"source":"paper_references, paper_reference_links","source_observed_at":null,"state":"measured"},{"denominator":1,"lane":"external_citation_measurements","note":"A source-named dated measurement, never combined with another source.","records_observed":0,"source":"cited_works","source_observed_at":null,"state":"measured"}],"external_citation_measurements":[],"inbound":[],"links":{"evidence":"/evidence","html":"/paper/2506.06580/citation-record","integrity":"/paper/2506.06580/integrity","json":"/paper/2506.06580/citation-record.json","paper":"/paper/2506.06580"},"outbound":[{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T05:58:08.218506Z","title":"Data augmentation and deep learning methods in sound classification: A sys- tematic review","venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2506.06580","last_updated":"2025-08-29T03:17:51Z","snapshot_observed_at":"2026-08-07T05:51:31.968425Z","submitted_at":"2025-06-06T23:13:38Z","title":"AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture","version":2},"reference_index":1,"source":"pdf_text","source_observed_at":"2026-08-07T05:58:08.218506Z"},"links":{"citing_paper":"/paper/2506.06580"},"observation_digest":"sha256:4dc1d6891e66e103b26a52581e84f2d8c16eeb4651ddfcdcd3bf921e869a7ac3","observation_id":"af55751c-b747-4992-a033-8c436e9f41a7","resolution":{"observed_at":"2026-08-07T05:58:08.218506Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T05:58:08.222963Z","title":"Digital twin security: a perspective on efforts from standard- ization bodies","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2506.06580","last_updated":"2025-08-29T03:17:51Z","snapshot_observed_at":"2026-08-07T05:51:31.968425Z","submitted_at":"2025-06-06T23:13:38Z","title":"AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture","version":2},"reference_index":2,"source":"pdf_text","source_observed_at":"2026-08-07T05:58:08.222963Z"},"links":{"citing_paper":"/paper/2506.06580"},"observation_digest":"sha256:6bc51e3af1fa18a0a5b9b75d7b25e226cf840dd759d1de8f263e505d122ca609","observation_id":"2bd58c93-5e7b-46f7-83b7-21b64278ab20","resolution":{"observed_at":"2026-08-07T05:58:08.222963Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T05:58:08.227421Z","title":"Amazon Mechanical Turk","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2506.06580","last_updated":"2025-08-29T03:17:51Z","snapshot_observed_at":"2026-08-07T05:51:31.968425Z","submitted_at":"2025-06-06T23:13:38Z","title":"AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture","version":2},"reference_index":3,"source":"pdf_text","source_observed_at":"2026-08-07T05:58:08.227421Z"},"links":{"citing_paper":"/paper/2506.06580"},"observation_digest":"sha256:0f649ff9a0ab79bd717208c3b91fed1b982e61d72a81dbc5f997a53e7ff7591e","observation_id":"faf87499-e09d-4912-8b19-9fd924b49643","resolution":{"observed_at":"2026-08-07T05:58:08.227421Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T05:58:08.231634Z","title":"AI-Assisted Human La- beling: Batching for Efficiency without Overre- liance","venue":null,"work_id":null,"year":2021},"citing_paper":{"arxiv_id":"2506.06580","last_updated":"2025-08-29T03:17:51Z","snapshot_observed_at":"2026-08-07T05:51:31.968425Z","submitted_at":"2025-06-06T23:13:38Z","title":"AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture","version":2},"reference_index":4,"source":"pdf_text","source_observed_at":"2026-08-07T05:58:08.231634Z"},"links":{"citing_paper":"/paper/2506.06580"},"observation_digest":"sha256:e5f97c69c3228c433f70c91160b5f83faaf488ae2d890d83c0c1e2556461d22f","observation_id":"4068da43-62a8-43ab-9d33-21a386813da9","resolution":{"observed_at":"2026-08-07T05:58:08.231634Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T05:58:08.235918Z","title":"Artifact Review and Badging Version 1.1","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2506.06580","last_updated":"2025-08-29T03:17:51Z","snapshot_observed_at":"2026-08-07T05:51:31.968425Z","submitted_at":"2025-06-06T23:13:38Z","title":"AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture","version":2},"reference_index":5,"source":"pdf_text","source_observed_at":"2026-08-07T05:58:08.235918Z"},"links":{"citing_paper":"/paper/2506.06580"},"observation_digest":"sha256:c71c486f78ccdc84ca868446d9eae054c930dc19f459fca60a0076500ddf1f96","observation_id":"67474e4f-163e-4110-af89-0a7aef3ae31e","resolution":{"observed_at":"2026-08-07T05:58:08.235918Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T05:58:08.240094Z","title":"Artificial intelligence and smart vision for building and construction 4.0: Machine and deep learning methods and applications","venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2506.06580","last_updated":"2025-08-29T03:17:51Z","snapshot_observed_at":"2026-08-07T05:51:31.968425Z","submitted_at":"2025-06-06T23:13:38Z","title":"AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture","version":2},"reference_index":6,"source":"pdf_text","source_observed_at":"2026-08-07T05:58:08.240094Z"},"links":{"citing_paper":"/paper/2506.06580"},"observation_digest":"sha256:cf3eb0baeee843dffd69c9ca77671b4036464100e9b5cda720b8d6fca48a0f06","observation_id":"3f173e34-26c2-44d3-b0a5-3067d0ffb27e","resolution":{"observed_at":"2026-08-07T05:58:08.240094Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T05:58:08.244816Z","title":"Digital twin as risk-free experimentation aid for techno-socio-economic systems","venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2506.06580","last_updated":"2025-08-29T03:17:51Z","snapshot_observed_at":"2026-08-07T05:51:31.968425Z","submitted_at":"2025-06-06T23:13:38Z","title":"AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture","version":2},"reference_index":7,"source":"pdf_text","source_observed_at":"2026-08-07T05:58:08.244816Z"},"links":{"citing_paper":"/paper/2506.06580"},"observation_digest":"sha256:15f8939942017d243c3e4ab09d7c279b0c5659f639c7c38e99458d3a179573af","observation_id":"8387e013-f102-4e20-a778-84c7666d889b","resolution":{"observed_at":"2026-08-07T05:58:08.244816Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T05:58:10.811993Z","title":"A survey on data augmenta- tion for text classification","venue":null,"work_id":"3842942c-ec67-40f3-aa8f-cf3469b151be","year":2022},"citing_paper":{"arxiv_id":"2506.06580","last_updated":"2025-08-29T03:17:51Z","snapshot_observed_at":"2026-08-07T05:51:31.968425Z","submitted_at":"2025-06-06T23:13:38Z","title":"AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture","version":2},"reference_index":8,"source":"pdf_text","source_observed_at":"2026-08-07T05:58:08.248807Z"},"links":{"citing_paper":"/paper/2506.06580"},"observation_digest":"sha256:30dcf26518b26d532a83c26e7ffb5f0dc0b4645630065662721430ab08f66664","observation_id":"dbf95708-6750-4df6-9369-49cfd4719617","resolution":{"observed_at":"2026-08-07T05:58:10.816015Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T05:58:10.798880Z","title":"Model-Driven Development of a Digital Twin for Injection Molding","venue":null,"work_id":"c2aaab32-e9c7-45ab-8155-4434dfbe2113","year":2020},"citing_paper":{"arxiv_id":"2506.06580","last_updated":"2025-08-29T03:17:51Z","snapshot_observed_at":"2026-08-07T05:51:31.968425Z","submitted_at":"2025-06-06T23:13:38Z","title":"AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture","version":2},"reference_index":9,"source":"pdf_text","source_observed_at":"2026-08-07T05:58:08.252658Z"},"links":{"citing_paper":"/paper/2506.06580"},"observation_digest":"sha256:ebb8232307281586e632674cafd073fcf25b6ad42b02918a36b5603d27d573bd","observation_id":"61c9def4-f4b0-4d72-acc5-4e703176a89b","resolution":{"observed_at":"2026-08-07T05:58:10.802958Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":"0356.35616","doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T05:58:10.078263Z","title":"Model va- lidity and tolerance quantification for real-time adaptive approximation","venue":null,"work_id":"0421f390-cfac-4c5b-ab76-0ed588fe04e4","year":2022},"citing_paper":{"arxiv_id":"2506.06580","last_updated":"2025-08-29T03:17:51Z","snapshot_observed_at":"2026-08-07T05:51:31.968425Z","submitted_at":"2025-06-06T23:13:38Z","title":"AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture","version":2},"reference_index":10,"source":"pdf_text","source_observed_at":"2026-08-07T05:58:08.256373Z"},"links":{"citing_paper":"/paper/2506.06580"},"observation_digest":"sha256:6fd99fe8af191268db9f8a214cbccbdad9b6bf467f9a47e62d123067e0cd9c71","observation_id":"2c139e89-0f6e-4220-ab5d-feee9c4360e8","resolution":{"observed_at":"2026-08-07T05:58:10.085532Z","resolver_source":"raw_fallback","status":"metadata_mismatch"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T05:58:10.785882Z","title":"Pytorch vs Tensorflow: A Head-to-Head Comparison","venue":null,"work_id":"3678f5b8-a21c-421d-be5f-c391426ee8ef","year":2024},"citing_paper":{"arxiv_id":"2506.06580","last_updated":"2025-08-29T03:17:51Z","snapshot_observed_at":"2026-08-07T05:51:31.968425Z","submitted_at":"2025-06-06T23:13:38Z","title":"AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture","version":2},"reference_index":11,"source":"pdf_text","source_observed_at":"2026-08-07T05:58:08.260581Z"},"links":{"citing_paper":"/paper/2506.06580"},"observation_digest":"sha256:778edc3757d86f64edced08bfb51f6931341db5478eb547726f1d144d6d5a3d6","observation_id":"694310f8-8820-418d-896a-541720487f81","resolution":{"observed_at":"2026-08-07T05:58:10.789849Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T05:58:10.772766Z","title":"Digital twin–the simulation aspect","venue":null,"work_id":"95bd89dd-95b6-4a8b-9a36-ba72648d8011","year":2016},"citing_paper":{"arxiv_id":"2506.06580","last_updated":"2025-08-29T03:17:51Z","snapshot_observed_at":"2026-08-07T05:51:31.968425Z","submitted_at":"2025-06-06T23:13:38Z","title":"AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture","version":2},"reference_index":12,"source":"pdf_text","source_observed_at":"2026-08-07T05:58:08.264316Z"},"links":{"citing_paper":"/paper/2506.06580"},"observation_digest":"sha256:94576ed6e9f1fe2be2111b1d5f9708e1baf8166643308aaab8f17dd46a7382f1","observation_id":"a4bbb622-85a0-4218-84cc-fe0a2ebdaf05","resolution":{"observed_at":"2026-08-07T05:58:10.776840Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T05:58:10.759098Z","title":"Closing the sim-to- real loop: Adapting simulation randomization with real world experience","venue":null,"work_id":"cc765aa4-a0e1-4fe2-aedf-5dedddce16e8","year":2019},"citing_paper":{"arxiv_id":"2506.06580","last_updated":"2025-08-29T03:17:51Z","snapshot_observed_at":"2026-08-07T05:51:31.968425Z","submitted_at":"2025-06-06T23:13:38Z","title":"AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture","version":2},"reference_index":13,"source":"pdf_text","source_observed_at":"2026-08-07T05:58:08.268157Z"},"links":{"citing_paper":"/paper/2506.06580"},"observation_digest":"sha256:6fed450e08627db68276021838b9fc7f28579cd97bb1b35e476cafe3324b8419","observation_id":"a3c4987f-860a-4a52-91d8-958294bcf61b","resolution":{"observed_at":"2026-08-07T05:58:10.763134Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T05:58:10.745830Z","title":"Generative adversarial net- works: An overview","venue":null,"work_id":"1205e6b5-eec9-44b1-8442-6fd0993178f2","year":2018},"citing_paper":{"arxiv_id":"2506.06580","last_updated":"2025-08-29T03:17:51Z","snapshot_observed_at":"2026-08-07T05:51:31.968425Z","submitted_at":"2025-06-06T23:13:38Z","title":"AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture","version":2},"reference_index":14,"source":"pdf_text","source_observed_at":"2026-08-07T05:58:08.271877Z"},"links":{"citing_paper":"/paper/2506.06580"},"observation_digest":"sha256:c3e4de92268047dee0cd2ab27acf0338147db90c690169044c1fee879a3d63c9","observation_id":"6a0dd2ee-0774-47b3-ad28-7ee391e3625d","resolution":{"observed_at":"2026-08-07T05:58:10.749996Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2405.17287","last_updated":"2024-08-03T17:05:46Z","snapshot_observed_at":"2026-08-07T15:58:10.043642Z","submitted_at":"2024-05-27T15:52:27Z","title":"Opinion-Guided Reinforcement Learning","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2405.17287","snapshot_observed_at":"2026-08-07T05:58:08.275776Z","title":"Opinion- Guided Reinforcement Learning","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2506.06580","last_updated":"2025-08-29T03:17:51Z","snapshot_observed_at":"2026-08-07T05:51:31.968425Z","submitted_at":"2025-06-06T23:13:38Z","title":"AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture","version":2},"reference_index":15,"source":"pdf_text","source_observed_at":"2026-08-07T05:58:08.275776Z"},"links":{"cited_paper":"/paper/2405.17287","citing_paper":"/paper/2506.06580"},"observation_digest":"sha256:c5badb01696fe49134b713d2146ff4b7bed6981492d416a75782fdb3ceaebba5","observation_id":"c4d6f233-c882-4577-88aa-d2df6d6525b7","resolution":{"observed_at":"2026-08-07T05:58:08.275776Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T05:58:10.732199Z","title":"A Cross-Domain Systematic Mapping Study on Software Engineering for Digital Twins","venue":null,"work_id":"7b477e12-32f3-4c86-8361-049c21ca1082","year":2022},"citing_paper":{"arxiv_id":"2506.06580","last_updated":"2025-08-29T03:17:51Z","snapshot_observed_at":"2026-08-07T05:51:31.968425Z","submitted_at":"2025-06-06T23:13:38Z","title":"AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture","version":2},"reference_index":16,"source":"pdf_text","source_observed_at":"2026-08-07T05:58:08.280079Z"},"links":{"citing_paper":"/paper/2506.06580"},"observation_digest":"sha256:b7c1b02b4ff4f1ea9546e07fed2d11e1811d22bbe8ab034cd9acca36974f666e","observation_id":"7c7f2f75-6f29-448e-907f-d7c9c7435823","resolution":{"observed_at":"2026-08-07T05:58:10.736597Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T05:58:10.718852Z","title":"Infonomics of Autonomous Digital Twins","venue":null,"work_id":"039665ad-65d9-4da3-a87a-fa28685b17c1","year":2024},"citing_paper":{"arxiv_id":"2506.06580","last_updated":"2025-08-29T03:17:51Z","snapshot_observed_at":"2026-08-07T05:51:31.968425Z","submitted_at":"2025-06-06T23:13:38Z","title":"AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture","version":2},"reference_index":17,"source":"pdf_text","source_observed_at":"2026-08-07T05:58:08.284136Z"},"links":{"citing_paper":"/paper/2506.06580"},"observation_digest":"sha256:5667b6b3ae080a423982dd9c2e689fc94572e27ab6112a2912bc08dd27afdae8","observation_id":"67f08730-d779-451b-b067-e0e289f44695","resolution":{"observed_at":"2026-08-07T05:58:10.722989Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T05:58:08.292453Z","title":"Inference of Simulation Models in Digital Twins by Reinforcement Learning","venue":null,"work_id":null,"year":2021},"citing_paper":{"arxiv_id":"2506.06580","last_updated":"2025-08-29T03:17:51Z","snapshot_observed_at":"2026-08-07T05:51:31.968425Z","submitted_at":"2025-06-06T23:13:38Z","title":"AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture","version":2},"reference_index":19,"source":"pdf_text","source_observed_at":"2026-08-07T05:58:08.292453Z"},"links":{"citing_paper":"/paper/2506.06580"},"observation_digest":"sha256:40db45bbf76a0529dad099a1ba0364f9734a88a2a395244b11a7db166ce40e8d","observation_id":"b73a0da2-812e-4415-955c-d1828b4575f2","resolution":{"observed_at":"2026-08-07T05:58:08.292453Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T05:58:08.296407Z","title":"Automated Inference of Simulators in Digital Twins","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2506.06580","last_updated":"2025-08-29T03:17:51Z","snapshot_observed_at":"2026-08-07T05:51:31.968425Z","submitted_at":"2025-06-06T23:13:38Z","title":"AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture","version":2},"reference_index":20,"source":"pdf_text","source_observed_at":"2026-08-07T05:58:08.296407Z"},"links":{"citing_paper":"/paper/2506.06580"},"observation_digest":"sha256:9b20146ceaa3e2e7a1fc969fb3e38538bcc45ba51fbb4e857eb8d38303e09b89","observation_id":"652e33d2-dd80-4c5e-bcc7-a06deabbb90e","resolution":{"observed_at":"2026-08-07T05:58:08.296407Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T05:58:10.705120Z","title":"Increasing the Speed and Accuracy of Data Labeling Through an AI Assisted Interface","venue":null,"work_id":"5f045128-7740-4656-9ee2-d7c08f47bf31","year":2021},"citing_paper":{"arxiv_id":"2506.06580","last_updated":"2025-08-29T03:17:51Z","snapshot_observed_at":"2026-08-07T05:51:31.968425Z","submitted_at":"2025-06-06T23:13:38Z","title":"AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture","version":2},"reference_index":21,"source":"pdf_text","source_observed_at":"2026-08-07T05:58:08.300395Z"},"links":{"citing_paper":"/paper/2506.06580"},"observation_digest":"sha256:460451eead045a241afcd3ad1906cc633f76c3ad4e31e40c5f1a6a666db149a6","observation_id":"8d7aeb50-f328-49f4-bb67-558144ebd631","resolution":{"observed_at":"2026-08-07T05:58:10.709522Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T05:58:10.691367Z","title":"Sim2real transfer learning for 3D human pose estimation: AI Simulation by Digital Twins 27 motion to the rescue","venue":null,"work_id":"69163459-7bc9-4173-b84e-cf08ee7d5e0b","year":2019},"citing_paper":{"arxiv_id":"2506.06580","last_updated":"2025-08-29T03:17:51Z","snapshot_observed_at":"2026-08-07T05:51:31.968425Z","submitted_at":"2025-06-06T23:13:38Z","title":"AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture","version":2},"reference_index":22,"source":"pdf_text","source_observed_at":"2026-08-07T05:58:08.304130Z"},"links":{"citing_paper":"/paper/2506.06580"},"observation_digest":"sha256:372d0bb67b1839282a27e13b11c5a588ad7c35d0e53046a8ca1c825d9427d382","observation_id":"503cf71d-3bcf-410b-a52e-0d0145fcf944","resolution":{"observed_at":"2026-08-07T05:58:10.695635Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T05:58:10.678162Z","title":"Reference Archi- tectural Model Industrie 4.0 (RAMI4.0) – An Introduction","venue":null,"work_id":"c4b59dae-cf9f-4101-ab07-45ab8585e697","year":2024},"citing_paper":{"arxiv_id":"2506.06580","last_updated":"2025-08-29T03:17:51Z","snapshot_observed_at":"2026-08-07T05:51:31.968425Z","submitted_at":"2025-06-06T23:13:38Z","title":"AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture","version":2},"reference_index":23,"source":"pdf_text","source_observed_at":"2026-08-07T05:58:08.308211Z"},"links":{"citing_paper":"/paper/2506.06580"},"observation_digest":"sha256:851493d53ae06939af4172272112b36e9ba18fbdf63e6a8973ae85bbfab81aa5","observation_id":"84c50d2e-6235-4117-8d25-3d0aa9297982","resolution":{"observed_at":"2026-08-07T05:58:10.682214Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T05:58:10.665464Z","title":"Awesome Digital Twins – In- teresting Papers","venue":null,"work_id":"56cefe4b-2ebb-45f8-9a6b-c3f98a31060f","year":2024},"citing_paper":{"arxiv_id":"2506.06580","last_updated":"2025-08-29T03:17:51Z","snapshot_observed_at":"2026-08-07T05:51:31.968425Z","submitted_at":"2025-06-06T23:13:38Z","title":"AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture","version":2},"reference_index":24,"source":"pdf_text","source_observed_at":"2026-08-07T05:58:08.312377Z"},"links":{"citing_paper":"/paper/2506.06580"},"observation_digest":"sha256:737a68a8b3b732ead7a4a26a7764c5b824f2a8fdef857909c753cd313bdc204d","observation_id":"c501784e-91c9-4cab-b793-fc4ac6bcfd0b","resolution":{"observed_at":"2026-08-07T05:58:10.669485Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T05:58:10.651574Z","title":"A survey of data quality measurement and monitoring tools","venue":null,"work_id":"c71d4cef-40d1-4ac9-81df-75a559b74e03","year":2022},"citing_paper":{"arxiv_id":"2506.06580","last_updated":"2025-08-29T03:17:51Z","snapshot_observed_at":"2026-08-07T05:51:31.968425Z","submitted_at":"2025-06-06T23:13:38Z","title":"AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture","version":2},"reference_index":25,"source":"pdf_text","source_observed_at":"2026-08-07T05:58:08.316490Z"},"links":{"citing_paper":"/paper/2506.06580"},"observation_digest":"sha256:fc721f7f4920a36f57d41092e6fa435ee48aaeee8eaeb14ff83c685a30d84a79","observation_id":"0280506d-cf22-424c-86e1-9cf604e8af2d","resolution":{"observed_at":"2026-08-07T05:58:10.655742Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T05:58:10.638281Z","title":"What Is the Role of AI for Digital Twins?","venue":null,"work_id":"a199d8e6-7be7-4755-a634-7ea7598c107b","year":2023},"citing_paper":{"arxiv_id":"2506.06580","last_updated":"2025-08-29T03:17:51Z","snapshot_observed_at":"2026-08-07T05:51:31.968425Z","submitted_at":"2025-06-06T23:13:38Z","title":"AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture","version":2},"reference_index":26,"source":"pdf_text","source_observed_at":"2026-08-07T05:58:08.320532Z"},"links":{"citing_paper":"/paper/2506.06580"},"observation_digest":"sha256:97b66906202c63f32cfea636eaa440799cda535130113cd62d8cfede754a7d3c","observation_id":"100ceb5a-0e2d-4176-b749-42b8c21f071a","resolution":{"observed_at":"2026-08-07T05:58:10.642312Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T05:58:10.625171Z","title":"Smart and collaborative industrial IoT: A federated learning and data space approach","venue":null,"work_id":"33bde510-db73-4cdd-819e-a3ab079a152e","year":2023},"citing_paper":{"arxiv_id":"2506.06580","last_updated":"2025-08-29T03:17:51Z","snapshot_observed_at":"2026-08-07T05:51:31.968425Z","submitted_at":"2025-06-06T23:13:38Z","title":"AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture","version":2},"reference_index":27,"source":"pdf_text","source_observed_at":"2026-08-07T05:58:08.329451Z"},"links":{"citing_paper":"/paper/2506.06580"},"observation_digest":"sha256:42431008100c096074fd54bd087cc2cac427961573ff103a40ae3cc63c86748e","observation_id":"f8ee3dd2-c353-41c1-b938-e0c02e6620a4","resolution":{"observed_at":"2026-08-07T05:58:10.629499Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T05:58:10.612080Z","title":"Standardisation in digital twin architectures in manufacturing","venue":null,"work_id":"16637f7e-8c43-41ac-939c-11280f11b7ec","year":2023},"citing_paper":{"arxiv_id":"2506.06580","last_updated":"2025-08-29T03:17:51Z","snapshot_observed_at":"2026-08-07T05:51:31.968425Z","submitted_at":"2025-06-06T23:13:38Z","title":"AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture","version":2},"reference_index":28,"source":"pdf_text","source_observed_at":"2026-08-07T05:58:08.333387Z"},"links":{"citing_paper":"/paper/2506.06580"},"observation_digest":"sha256:74957b71915b7f28f8e596f0ac817dc52c287620510e2718c812b5ef0f44db2f","observation_id":"c0252566-4f86-4dd0-bc5d-965ef7767c52","resolution":{"observed_at":"2026-08-07T05:58:10.616285Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T05:58:10.598769Z","title":"Industry 4.0 Asset Ad- ministration Shell","venue":null,"work_id":"7cc764f4-6072-4c70-91be-1655b0dae82f","year":2024},"citing_paper":{"arxiv_id":"2506.06580","last_updated":"2025-08-29T03:17:51Z","snapshot_observed_at":"2026-08-07T05:51:31.968425Z","submitted_at":"2025-06-06T23:13:38Z","title":"AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture","version":2},"reference_index":29,"source":"pdf_text","source_observed_at":"2026-08-07T05:58:08.337374Z"},"links":{"citing_paper":"/paper/2506.06580"},"observation_digest":"sha256:5e8f2674f8af91517b1a76372e70e0057e7114e8485836e6d9a3415678b8ed89","observation_id":"d9733bd9-c3c6-4262-8877-6012025bbc16","resolution":{"observed_at":"2026-08-07T05:58:10.602939Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T05:58:10.585590Z","title":"Big data preprocessing: methods and prospects","venue":null,"work_id":"571bf6e8-1646-453a-810b-a9ce85001a6f","year":2016},"citing_paper":{"arxiv_id":"2506.06580","last_updated":"2025-08-29T03:17:51Z","snapshot_observed_at":"2026-08-07T05:51:31.968425Z","submitted_at":"2025-06-06T23:13:38Z","title":"AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture","version":2},"reference_index":30,"source":"pdf_text","source_observed_at":"2026-08-07T05:58:08.341477Z"},"links":{"citing_paper":"/paper/2506.06580"},"observation_digest":"sha256:cf9046005c27e5e87d7105e205d302336fa5a01b21d82017e755dc5ab3d55109","observation_id":"cab93fd4-14cf-4cc3-a09f-84507c6a76c4","resolution":{"observed_at":"2026-08-07T05:58:10.589700Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T05:58:10.572237Z","title":"Innovation Insight: AI Simulation","venue":null,"work_id":"6bca1f21-0380-4b6b-a45b-53a1b34379f4","year":2024},"citing_paper":{"arxiv_id":"2506.06580","last_updated":"2025-08-29T03:17:51Z","snapshot_observed_at":"2026-08-07T05:51:31.968425Z","submitted_at":"2025-06-06T23:13:38Z","title":"AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture","version":2},"reference_index":31,"source":"pdf_text","source_observed_at":"2026-08-07T05:58:08.345551Z"},"links":{"citing_paper":"/paper/2506.06580"},"observation_digest":"sha256:453526a7118d1aa655f1b4dabf7ec360aaf475a017adcf4964f5277c9325f026","observation_id":"fe137870-5cec-4cf4-82ee-3ee9783ca5e8","resolution":{"observed_at":"2026-08-07T05:58:10.576117Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T05:58:10.559070Z","title":"Ef- fectiveness and efficiency of search methods in systematic reviews of complex evidence: audit of primary sources","venue":null,"work_id":"4edfa7d2-0163-4d9d-9ce7-3e649b133ff0","year":2005},"citing_paper":{"arxiv_id":"2506.06580","last_updated":"2025-08-29T03:17:51Z","snapshot_observed_at":"2026-08-07T05:51:31.968425Z","submitted_at":"2025-06-06T23:13:38Z","title":"AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture","version":2},"reference_index":32,"source":"pdf_text","source_observed_at":"2026-08-07T05:58:08.349542Z"},"links":{"citing_paper":"/paper/2506.06580"},"observation_digest":"sha256:4e00ff5b7dc97e01a51818948c62edaf138ecab24f43f271b67d434517998d1c","observation_id":"8c02e5c7-25e3-4e38-972d-284e7dfc6fcc","resolution":{"observed_at":"2026-08-07T05:58:10.563176Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T05:58:10.545806Z","title":"15 challenges for AI: or what AI (currently) can’t do","venue":null,"work_id":"2dfb2716-0efb-47a1-994b-a9950817a306","year":2020},"citing_paper":{"arxiv_id":"2506.06580","last_updated":"2025-08-29T03:17:51Z","snapshot_observed_at":"2026-08-07T05:51:31.968425Z","submitted_at":"2025-06-06T23:13:38Z","title":"AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture","version":2},"reference_index":33,"source":"pdf_text","source_observed_at":"2026-08-07T05:58:08.353508Z"},"links":{"citing_paper":"/paper/2506.06580"},"observation_digest":"sha256:24bbc357d7e6785e3e7a480fb84879aa7f17778bcc568d1ccfba422d03914aaa","observation_id":"4e7d9a24-a914-4239-b22e-22d888ec83e5","resolution":{"observed_at":"2026-08-07T05:58:10.549719Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T05:58:10.519415Z","title":"Publish or Perish","venue":null,"work_id":"d0ab2dc4-d5d1-4940-8fb6-38c0df5fe910","year":2024},"citing_paper":{"arxiv_id":"2506.06580","last_updated":"2025-08-29T03:17:51Z","snapshot_observed_at":"2026-08-07T05:51:31.968425Z","submitted_at":"2025-06-06T23:13:38Z","title":"AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture","version":2},"reference_index":34,"source":"pdf_text","source_observed_at":"2026-08-07T05:58:08.361694Z"},"links":{"citing_paper":"/paper/2506.06580"},"observation_digest":"sha256:e0e80f3ef25f4d2ef2f60369c357985d866a3cc535792225abc105235ade5cd5","observation_id":"95b6406e-71c8-4b6b-af80-49a5b7d7b66f","resolution":{"observed_at":"2026-08-07T05:58:10.523650Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T05:58:08.365778Z","title":"How Simulation Helps Autonomous Driving: A Survey of Sim2real, Digital Twins, and Parallel Intelligence","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2506.06580","last_updated":"2025-08-29T03:17:51Z","snapshot_observed_at":"2026-08-07T05:51:31.968425Z","submitted_at":"2025-06-06T23:13:38Z","title":"AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture","version":2},"reference_index":35,"source":"pdf_text","source_observed_at":"2026-08-07T05:58:08.365778Z"},"links":{"citing_paper":"/paper/2506.06580"},"observation_digest":"sha256:36cb123ccb3d7949bcd79bf78f99bd17ae11d06105ab798a85ccac49035b5e17","observation_id":"cafd3dd9-d818-4c63-8dd9-c2444dd591e1","resolution":{"observed_at":"2026-08-07T05:58:08.365778Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T05:58:10.506298Z","title":"Digital Twins of Manufacturing Systems as a Base for Machine Learning","venue":null,"work_id":"c3c1b24c-bcbe-448c-bf24-0c01e42b886a","year":2018},"citing_paper":{"arxiv_id":"2506.06580","last_updated":"2025-08-29T03:17:51Z","snapshot_observed_at":"2026-08-07T05:51:31.968425Z","submitted_at":"2025-06-06T23:13:38Z","title":"AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture","version":2},"reference_index":36,"source":"pdf_text","source_observed_at":"2026-08-07T05:58:08.369910Z"},"links":{"citing_paper":"/paper/2506.06580"},"observation_digest":"sha256:adbf1e663d764d658623df92a2b461be1eda0977e341df57d719631f7e2c3670","observation_id":"1560aff9-ef5c-4bd8-86d8-81c20c891205","resolution":{"observed_at":"2026-08-07T05:58:10.510393Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T05:58:08.373629Z","title":"Sim2Real Predictivity: Does Evaluation in Simulation Predict Real-World Performance?","venue":null,"work_id":null,"year":2020},"citing_paper":{"arxiv_id":"2506.06580","last_updated":"2025-08-29T03:17:51Z","snapshot_observed_at":"2026-08-07T05:51:31.968425Z","submitted_at":"2025-06-06T23:13:38Z","title":"AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture","version":2},"reference_index":37,"source":"pdf_text","source_observed_at":"2026-08-07T05:58:08.373629Z"},"links":{"citing_paper":"/paper/2506.06580"},"observation_digest":"sha256:e8e8f8d331a7270c718c326d267e7811660b056d1d6172362d285b8b119b103b","observation_id":"50cb5343-235d-40f0-9669-8204be7898e3","resolution":{"observed_at":"2026-08-07T05:58:08.373629Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T05:58:10.493046Z","title":"Edge Computing-Based Digital Twin Frame- work Based on ISO 23247 for Enhancing Data Processing Capabilities","venue":null,"work_id":"e533398c-eb10-4864-959c-e70e5cf305f4","year":2024},"citing_paper":{"arxiv_id":"2506.06580","last_updated":"2025-08-29T03:17:51Z","snapshot_observed_at":"2026-08-07T05:51:31.968425Z","submitted_at":"2025-06-06T23:13:38Z","title":"AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture","version":2},"reference_index":38,"source":"pdf_text","source_observed_at":"2026-08-07T05:58:08.377551Z"},"links":{"citing_paper":"/paper/2506.06580"},"observation_digest":"sha256:74770986c220ad4c24a3dd73576021a926a64c68dd2fd76c86dc5561ff79744d","observation_id":"fcc2892f-b5e9-4998-85ec-32dc3bf49895","resolution":{"observed_at":"2026-08-07T05:58:10.497321Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T05:58:10.479524Z","title":"Meta-sim: Learning to generate synthetic datasets","venue":null,"work_id":"fdba065f-a8c0-4c1e-b4ea-e29f0813657b","year":2019},"citing_paper":{"arxiv_id":"2506.06580","last_updated":"2025-08-29T03:17:51Z","snapshot_observed_at":"2026-08-07T05:51:31.968425Z","submitted_at":"2025-06-06T23:13:38Z","title":"AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture","version":2},"reference_index":39,"source":"pdf_text","source_observed_at":"2026-08-07T05:58:08.381495Z"},"links":{"citing_paper":"/paper/2506.06580"},"observation_digest":"sha256:0e3158df6669fc50fc1c0394b46782b4dbf92fcc75a13355a5b9ee31b03f2d95","observation_id":"fed48704-ebcd-4272-83c2-5c9e6ff2c2de","resolution":{"observed_at":"2026-08-07T05:58:10.483780Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T05:58:10.466232Z","title":"Guidelines for performing systematic literature reviews in software engineering","venue":null,"work_id":"ce8a2fd0-c1fe-493f-af78-5c36c45845c0","year":2007},"citing_paper":{"arxiv_id":"2506.06580","last_updated":"2025-08-29T03:17:51Z","snapshot_observed_at":"2026-08-07T05:51:31.968425Z","submitted_at":"2025-06-06T23:13:38Z","title":"AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture","version":2},"reference_index":40,"source":"pdf_text","source_observed_at":"2026-08-07T05:58:08.385412Z"},"links":{"citing_paper":"/paper/2506.06580"},"observation_digest":"sha256:c3b30419ca78a7810608c2ef73721c639679b71a16a7a6c44923c7c9456d2c3a","observation_id":"725bcf10-3f81-46ff-a616-b3373cfd9a62","resolution":{"observed_at":"2026-08-07T05:58:10.470256Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T05:58:10.453407Z","title":"Audio augmenta- tion for speech recognition","venue":null,"work_id":"6045b9fe-790b-451b-bfa4-5d4ef9cee73d","year":2015},"citing_paper":{"arxiv_id":"2506.06580","last_updated":"2025-08-29T03:17:51Z","snapshot_observed_at":"2026-08-07T05:51:31.968425Z","submitted_at":"2025-06-06T23:13:38Z","title":"AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture","version":2},"reference_index":41,"source":"pdf_text","source_observed_at":"2026-08-07T05:58:08.389553Z"},"links":{"citing_paper":"/paper/2506.06580"},"observation_digest":"sha256:2693b84ca84ac71765931097973f96abbe125d3746196925faabae2db4a8e65b","observation_id":"583c729e-1573-4c2c-ad06-de8a0d655857","resolution":{"observed_at":"2026-08-07T05:58:10.457353Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T05:58:08.393452Z","title":"Dig- 28 X. Liu and I. David ital Twin in manufacturing: A categorical literature review and classification","venue":null,"work_id":null,"year":2018},"citing_paper":{"arxiv_id":"2506.06580","last_updated":"2025-08-29T03:17:51Z","snapshot_observed_at":"2026-08-07T05:51:31.968425Z","submitted_at":"2025-06-06T23:13:38Z","title":"AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture","version":2},"reference_index":42,"source":"pdf_text","source_observed_at":"2026-08-07T05:58:08.393452Z"},"links":{"citing_paper":"/paper/2506.06580"},"observation_digest":"sha256:d1f88f8249f51e9f54a46dd20065c8749de7176897f9b8d8153bad7a9e91d2ec","observation_id":"819a6454-7c7d-479e-938b-71a3740b4487","resolution":{"observed_at":"2026-08-07T05:58:08.393452Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T05:58:08.397262Z","title":"Constructing Neural Network Based Models for Simulating Dynamical Sys- tems","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2506.06580","last_updated":"2025-08-29T03:17:51Z","snapshot_observed_at":"2026-08-07T05:51:31.968425Z","submitted_at":"2025-06-06T23:13:38Z","title":"AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture","version":2},"reference_index":43,"source":"pdf_text","source_observed_at":"2026-08-07T05:58:08.397262Z"},"links":{"citing_paper":"/paper/2506.06580"},"observation_digest":"sha256:0af04cf247495a9dedd0f43e878f162fa3e29a11ef1d436abeec1fa51c8093b5","observation_id":"66e9dd7f-2c24-4948-9dc3-4040a3575034","resolution":{"observed_at":"2026-08-07T05:58:08.397262Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T05:58:08.401364Z","title":"AI Simulation by Digital Twins: Systematic Survey of the State of the Art and a Reference Framework","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2506.06580","last_updated":"2025-08-29T03:17:51Z","snapshot_observed_at":"2026-08-07T05:51:31.968425Z","submitted_at":"2025-06-06T23:13:38Z","title":"AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture","version":2},"reference_index":44,"source":"pdf_text","source_observed_at":"2026-08-07T05:58:08.401364Z"},"links":{"citing_paper":"/paper/2506.06580"},"observation_digest":"sha256:f6df93f2f3ef0ed366212aac98187b474f90ede66ef74fc18e118342e76386c3","observation_id":"b3dc2f48-f6cc-455f-a5d8-9101b526f0e8","resolution":{"observed_at":"2026-08-07T05:58:08.401364Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T05:58:08.405292Z","title":"Digital Twin Evolution for Sustain- able Smart Ecosystems","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2506.06580","last_updated":"2025-08-29T03:17:51Z","snapshot_observed_at":"2026-08-07T05:51:31.968425Z","submitted_at":"2025-06-06T23:13:38Z","title":"AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture","version":2},"reference_index":45,"source":"pdf_text","source_observed_at":"2026-08-07T05:58:08.405292Z"},"links":{"citing_paper":"/paper/2506.06580"},"observation_digest":"sha256:efd50a95d20e1a2875a888514c8bf687c34f1200612af5f7b051e8dd4aa086c0","observation_id":"5c76d6e6-53a4-4715-9637-afe4a0fcd998","resolution":{"observed_at":"2026-08-07T05:58:08.405292Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":"2022.32087","doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T05:58:09.568473Z","title":"Digital Twins: A Survey on Enabling Technologies, Challenges, Trends and Future Prospects","venue":null,"work_id":"61c1bb03-0429-441a-be65-07d5ec0d74b9","year":2022},"citing_paper":{"arxiv_id":"2506.06580","last_updated":"2025-08-29T03:17:51Z","snapshot_observed_at":"2026-08-07T05:51:31.968425Z","submitted_at":"2025-06-06T23:13:38Z","title":"AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture","version":2},"reference_index":46,"source":"pdf_text","source_observed_at":"2026-08-07T05:58:08.409299Z"},"links":{"citing_paper":"/paper/2506.06580"},"observation_digest":"sha256:25dab671ba338ce9a3803944128cffc84282730e4c55b180ca158384ec2f3bb9","observation_id":"51f7fbba-4556-496f-8ce7-177873b1a441","resolution":{"observed_at":"2026-08-07T05:58:09.575455Z","resolver_source":"raw_fallback","status":"metadata_mismatch"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T05:58:08.413308Z","title":"Towards an Ontological Framework for Validity Frames","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2506.06580","last_updated":"2025-08-29T03:17:51Z","snapshot_observed_at":"2026-08-07T05:51:31.968425Z","submitted_at":"2025-06-06T23:13:38Z","title":"AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture","version":2},"reference_index":47,"source":"pdf_text","source_observed_at":"2026-08-07T05:58:08.413308Z"},"links":{"citing_paper":"/paper/2506.06580"},"observation_digest":"sha256:9b15072a87737d5b9eaab8503c6f102e5bdcf6e4f8c598cf4c1e10ebae16ba4e","observation_id":"60a812ac-7694-4490-9553-03c99aa3ad11","resolution":{"observed_at":"2026-08-07T05:58:08.413308Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T05:58:08.417352Z","title":"Current trends in digital twin development, maintenance, and operation: an in- terview study","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2506.06580","last_updated":"2025-08-29T03:17:51Z","snapshot_observed_at":"2026-08-07T05:51:31.968425Z","submitted_at":"2025-06-06T23:13:38Z","title":"AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture","version":2},"reference_index":48,"source":"pdf_text","source_observed_at":"2026-08-07T05:58:08.417352Z"},"links":{"citing_paper":"/paper/2506.06580"},"observation_digest":"sha256:20b00f9bcd8898bfdc4c12e4734da8fddda8c289280694ea50c7d5dbc4957e29","observation_id":"aeb119e6-270d-48f4-ace6-736d22a9c815","resolution":{"observed_at":"2026-08-07T05:58:08.417352Z","resolver_source":null,"status":"malformed_identifier"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T05:58:10.440260Z","title":"Data augmentation: A comprehensive survey of mod- ern approaches","venue":null,"work_id":"b76effff-756c-435a-8518-ab597335c567","year":2022},"citing_paper":{"arxiv_id":"2506.06580","last_updated":"2025-08-29T03:17:51Z","snapshot_observed_at":"2026-08-07T05:51:31.968425Z","submitted_at":"2025-06-06T23:13:38Z","title":"AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture","version":2},"reference_index":49,"source":"pdf_text","source_observed_at":"2026-08-07T05:58:08.421628Z"},"links":{"citing_paper":"/paper/2506.06580"},"observation_digest":"sha256:1c7230ff841ac760e0e8fbba6056686200316e968f37d7c483322ba7c7ea018f","observation_id":"a7db1072-f113-42c9-af4c-625c52f22430","resolution":{"observed_at":"2026-08-07T05:58:10.444211Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":"2021.74025","doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T05:58:09.493184Z","title":"Is Seeing Still Believ- ing? Leveraging Deepfake Technology for Livestock Farming","venue":null,"work_id":"1f014988-3ea2-4a5c-b2e4-a70a201dbb29","year":2021},"citing_paper":{"arxiv_id":"2506.06580","last_updated":"2025-08-29T03:17:51Z","snapshot_observed_at":"2026-08-07T05:51:31.968425Z","submitted_at":"2025-06-06T23:13:38Z","title":"AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture","version":2},"reference_index":50,"source":"pdf_text","source_observed_at":"2026-08-07T05:58:08.425603Z"},"links":{"citing_paper":"/paper/2506.06580"},"observation_digest":"sha256:7b4bf60ecfa91f006ac3a3fb9b2316193413056fe11771c3cf5a70b5543c389a","observation_id":"d0f406c2-0ac9-4979-9cc8-bc628c01cd36","resolution":{"observed_at":"2026-08-07T05:58:09.499989Z","resolver_source":"raw_fallback","status":"metadata_mismatch"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T05:58:10.426758Z","title":"Semi-automatic semantic an- notation of PubMed queries: a study on quality, efficiency, satisfaction","venue":null,"work_id":"2d33628a-992e-4a59-9775-418a07da40df","year":2011},"citing_paper":{"arxiv_id":"2506.06580","last_updated":"2025-08-29T03:17:51Z","snapshot_observed_at":"2026-08-07T05:51:31.968425Z","submitted_at":"2025-06-06T23:13:38Z","title":"AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture","version":2},"reference_index":51,"source":"pdf_text","source_observed_at":"2026-08-07T05:58:08.429405Z"},"links":{"citing_paper":"/paper/2506.06580"},"observation_digest":"sha256:ea790a894537fed35e2b55df58456536a1d166ee3cbbde1f94402eda4555ebb5","observation_id":"94f45ded-d1f2-4ce6-8d25-614b9b9283a2","resolution":{"observed_at":"2026-08-07T05:58:10.431010Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T05:58:10.413002Z","title":"ARIMA model building and the time series analysis approach to forecast- ing","venue":null,"work_id":"37f2d99c-64cc-4da4-bc57-0b7e31bf8e1d","year":1983},"citing_paper":{"arxiv_id":"2506.06580","last_updated":"2025-08-29T03:17:51Z","snapshot_observed_at":"2026-08-07T05:51:31.968425Z","submitted_at":"2025-06-06T23:13:38Z","title":"AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture","version":2},"reference_index":52,"source":"pdf_text","source_observed_at":"2026-08-07T05:58:08.433181Z"},"links":{"citing_paper":"/paper/2506.06580"},"observation_digest":"sha256:23d347e2a36ba374c497eddf73904b085be58cce1342a2ce2b6443fc705fff8d","observation_id":"fd1b057c-83a9-444a-8ff6-e48f9d8b9a3d","resolution":{"observed_at":"2026-08-07T05:58:10.417533Z","resolver_source":"raw_fallback","status":"malformed_identifier"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T05:58:08.437128Z","title":"Hu- man vs ChatGPT: Effect of Data Annotation in Interpretable Crisis-Related Microblog Classification","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2506.06580","last_updated":"2025-08-29T03:17:51Z","snapshot_observed_at":"2026-08-07T05:51:31.968425Z","submitted_at":"2025-06-06T23:13:38Z","title":"AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture","version":2},"reference_index":53,"source":"pdf_text","source_observed_at":"2026-08-07T05:58:08.437128Z"},"links":{"citing_paper":"/paper/2506.06580"},"observation_digest":"sha256:8028780f6893f4246395d4be25616b716d1a57f9e7098ce147cc6917971731f0","observation_id":"8dd2cc0c-d99d-4127-9001-9bcb3703cc7a","resolution":{"observed_at":"2026-08-07T05:58:08.437128Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2401.12747","last_updated":"2024-01-23T13:24:47Z","snapshot_observed_at":"2026-07-06T17:19:23.664354Z","submitted_at":"2024-01-23T13:24:47Z","title":"COOCK project Smart Port 2025 D3.1: \"To Twin Or Not To Twin\"","version":1},"cited_work":{"arxiv_id":"2401.12747","doi":null,"metadata_source":"pith","pith_arxiv_id":"2401.12747","snapshot_observed_at":"2026-08-07T05:58:09.347071Z","title":"COOCK project Smart Port 2025 D3.1: \"To Twin Or Not To Twin\"","venue":"eess.SY","work_id":"4ffe40f3-6798-43fb-ae3c-6b81b0c53032","year":2024},"citing_paper":{"arxiv_id":"2506.06580","last_updated":"2025-08-29T03:17:51Z","snapshot_observed_at":"2026-08-07T05:51:31.968425Z","submitted_at":"2025-06-06T23:13:38Z","title":"AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture","version":2},"reference_index":54,"source":"pdf_text","source_observed_at":"2026-08-07T05:58:08.440930Z"},"links":{"cited_paper":"/paper/2401.12747","citing_paper":"/paper/2506.06580"},"observation_digest":"sha256:58a09e54f559bbb07cc97030519921c0492e498e379d46c3e0f7350eec23f55b","observation_id":"b2d5639d-2838-4580-b3c1-d9c0fef62cff","resolution":{"observed_at":"2026-08-07T05:58:09.351562Z","resolver_source":"local_arxiv","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":"2022.10256","doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T05:58:09.323952Z","title":"A sur- vey on hardware accelerators: Taxonomy, trends, challenges, and perspectives","venue":null,"work_id":"a34d6bfe-8a1d-4c9e-8e04-a8e92ae2c458","year":2022},"citing_paper":{"arxiv_id":"2506.06580","last_updated":"2025-08-29T03:17:51Z","snapshot_observed_at":"2026-08-07T05:51:31.968425Z","submitted_at":"2025-06-06T23:13:38Z","title":"AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture","version":2},"reference_index":55,"source":"pdf_text","source_observed_at":"2026-08-07T05:58:08.445018Z"},"links":{"citing_paper":"/paper/2506.06580"},"observation_digest":"sha256:43e3798cb4a612387fded85a69568d168ef168e4d852424bd657b5d6c063f5fc","observation_id":"fbe1723f-e0b8-4ea0-91d7-636c69447982","resolution":{"observed_at":"2026-08-07T05:58:09.332018Z","resolver_source":"raw_fallback","status":"metadata_mismatch"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":"1605.24516","doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T05:58:09.244442Z","title":"A generic model for sustainability with process- and product-specific instances","venue":null,"work_id":"de2a3e24-ee00-4efb-b59a-d625ad65dd62","year":2013},"citing_paper":{"arxiv_id":"2506.06580","last_updated":"2025-08-29T03:17:51Z","snapshot_observed_at":"2026-08-07T05:51:31.968425Z","submitted_at":"2025-06-06T23:13:38Z","title":"AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture","version":2},"reference_index":56,"source":"pdf_text","source_observed_at":"2026-08-07T05:58:08.448884Z"},"links":{"citing_paper":"/paper/2506.06580"},"observation_digest":"sha256:0c4a153d9a623a7acf21b5e3d906758cc64be44dc719484b600e48c899aed222","observation_id":"43458504-47be-4e5d-b8c1-ce4c3d0b6058","resolution":{"observed_at":"2026-08-07T05:58:09.251340Z","resolver_source":"raw_fallback","status":"metadata_mismatch"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T05:58:10.399567Z","title":"Systematic mapping studies in software engineering","venue":null,"work_id":"230f5ce7-cab4-4b3f-bd25-90b691f4d7aa","year":2008},"citing_paper":{"arxiv_id":"2506.06580","last_updated":"2025-08-29T03:17:51Z","snapshot_observed_at":"2026-08-07T05:51:31.968425Z","submitted_at":"2025-06-06T23:13:38Z","title":"AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture","version":2},"reference_index":57,"source":"pdf_text","source_observed_at":"2026-08-07T05:58:08.453219Z"},"links":{"citing_paper":"/paper/2506.06580"},"observation_digest":"sha256:8399ce0083679b8735f4055e028f8b4ca09646bcfa49f017d40a94c31657b54f","observation_id":"8c7d6c49-6d2b-4050-9beb-f13d23c3e193","resolution":{"observed_at":"2026-08-07T05:58:10.403699Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T05:58:10.385967Z","title":"Guidelines for conducting systematic mapping studies in software engineering: An up- date","venue":null,"work_id":"e03aa63e-a1a6-4862-a9c5-61c0f0f83b2b","year":2015},"citing_paper":{"arxiv_id":"2506.06580","last_updated":"2025-08-29T03:17:51Z","snapshot_observed_at":"2026-08-07T05:51:31.968425Z","submitted_at":"2025-06-06T23:13:38Z","title":"AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture","version":2},"reference_index":58,"source":"pdf_text","source_observed_at":"2026-08-07T05:58:08.456956Z"},"links":{"citing_paper":"/paper/2506.06580"},"observation_digest":"sha256:4b09d5eaaff465d37e38ca50775bb5907563e461935f99821dbeb96b38ed42e4","observation_id":"d5ad1f46-de9e-4921-bacc-ba2478dbcca8","resolution":{"observed_at":"2026-08-07T05:58:10.390264Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":"2018.27932","doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T05:58:09.172439Z","title":"Digital Twin and Big Data Towards Smart Manufacturing and Indus- try 4.0: 360 Degree Comparison","venue":null,"work_id":"9412ac6c-4ee3-4cbf-bbb2-da3a6fcc9566","year":2018},"citing_paper":{"arxiv_id":"2506.06580","last_updated":"2025-08-29T03:17:51Z","snapshot_observed_at":"2026-08-07T05:51:31.968425Z","submitted_at":"2025-06-06T23:13:38Z","title":"AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture","version":2},"reference_index":59,"source":"pdf_text","source_observed_at":"2026-08-07T05:58:08.465001Z"},"links":{"citing_paper":"/paper/2506.06580"},"observation_digest":"sha256:bf792021f38e319d35367a83f15c0ee7c8fbcf2156e885adc7540d1567b8a44c","observation_id":"61998c47-85c0-45e0-bea2-07049b849306","resolution":{"observed_at":"2026-08-07T05:58:09.179476Z","resolver_source":"raw_fallback","status":"metadata_mismatch"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T05:58:10.371810Z","title":"Simulation","venue":null,"work_id":"4a5a17a7-5ada-4487-a777-80db7fd282ad","year":2022},"citing_paper":{"arxiv_id":"2506.06580","last_updated":"2025-08-29T03:17:51Z","snapshot_observed_at":"2026-08-07T05:51:31.968425Z","submitted_at":"2025-06-06T23:13:38Z","title":"AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture","version":2},"reference_index":60,"source":"pdf_text","source_observed_at":"2026-08-07T05:58:08.469193Z"},"links":{"citing_paper":"/paper/2506.06580"},"observation_digest":"sha256:3c8565a063a73ea04ad6c41a4801c6cf01bdb56d970da7d889be9d4d8a59bd3a","observation_id":"3cf12d63-9517-4af4-8462-921b99433bb5","resolution":{"observed_at":"2026-08-07T05:58:10.376392Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T05:58:08.461050Z","title":"doi: https : / / doi","venue":null,"work_id":null,"year":2015},"citing_paper":{"arxiv_id":"2506.06580","last_updated":"2025-08-29T03:17:51Z","snapshot_observed_at":"2026-08-07T05:51:31.968425Z","submitted_at":"2025-06-06T23:13:38Z","title":"AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture","version":2},"reference_index":61,"source":"pdf_text","source_observed_at":"2026-08-07T05:58:08.461050Z"},"links":{"citing_paper":"/paper/2506.06580"},"observation_digest":"sha256:db87c0ffbf215b42afb3b36b649429b97fddec84d3c2e834032dd3e64414932c","observation_id":"1a8585db-a87d-4f34-bebb-9b71ee3d6c31","resolution":{"observed_at":"2026-08-07T05:58:08.461050Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":"10.6028/nist.ams.400-2","metadata_source":"doi_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T05:58:08.647203Z","title":"Use case scenarios for digital twin implementation based on ISO 23247","venue":null,"work_id":"2e6b66b9-e954-4d99-a82f-8f9b9932d920","year":2021},"citing_paper":{"arxiv_id":"2506.06580","last_updated":"2025-08-29T03:17:51Z","snapshot_observed_at":"2026-08-07T05:51:31.968425Z","submitted_at":"2025-06-06T23:13:38Z","title":"AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture","version":2},"reference_index":62,"source":"pdf_text","source_observed_at":"2026-08-07T05:58:08.481812Z"},"links":{"citing_paper":"/paper/2506.06580"},"observation_digest":"sha256:c4659b69cdbfe9c8dc09f30051cbe74d3c2850cb483f423d5d650549ee992389","observation_id":"1a955e29-4737-424a-8487-1b172d151258","resolution":{"observed_at":"2026-08-07T05:58:08.651711Z","resolver_source":"doi","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T05:58:10.343657Z","title":"Digital Twins for Advanced Manu- facturing: The Standardized Approach","venue":null,"work_id":"751a96d8-fdc9-48cb-8030-958add9a7954","year":2024},"citing_paper":{"arxiv_id":"2506.06580","last_updated":"2025-08-29T03:17:51Z","snapshot_observed_at":"2026-08-07T05:51:31.968425Z","submitted_at":"2025-06-06T23:13:38Z","title":"AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture","version":2},"reference_index":63,"source":"pdf_text","source_observed_at":"2026-08-07T05:58:08.486374Z"},"links":{"citing_paper":"/paper/2506.06580"},"observation_digest":"sha256:4496117ab055c51d4a317b79c9fd18742a3bd5e9585e9b3d46b6ce58af818844","observation_id":"a17ad702-d7c8-4f79-8a3f-44386742e736","resolution":{"observed_at":"2026-08-07T05:58:10.348268Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T05:58:10.357750Z","title":"Bridging the Si- los of Digitalization and Sustainability by Twin Transition: A Multivocal Literature Review","venue":null,"work_id":"6c430ca6-dbf3-4a3f-a511-2aff5e4524f6","year":null},"citing_paper":{"arxiv_id":"2506.06580","last_updated":"2025-08-29T03:17:51Z","snapshot_observed_at":"2026-08-07T05:51:31.968425Z","submitted_at":"2025-06-06T23:13:38Z","title":"AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture","version":2},"reference_index":64,"source":"pdf_text","source_observed_at":"2026-08-07T05:58:08.473149Z"},"links":{"citing_paper":"/paper/2506.06580"},"observation_digest":"sha256:ece744fa5e6a41a1f40b73f3b052997ab93731a52eb494686dba9073f362c803","observation_id":"95daccc3-3a5c-4276-a980-8f3b4d345b7a","resolution":{"observed_at":"2026-08-07T05:58:10.362400Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T05:58:10.314999Z","title":"Connectionist AI, symbolic AI, and the brain","venue":null,"work_id":"b481b8f3-d6bf-47fd-b914-f95eb174c373","year":1987},"citing_paper":{"arxiv_id":"2506.06580","last_updated":"2025-08-29T03:17:51Z","snapshot_observed_at":"2026-08-07T05:51:31.968425Z","submitted_at":"2025-06-06T23:13:38Z","title":"AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture","version":2},"reference_index":65,"source":"pdf_text","source_observed_at":"2026-08-07T05:58:08.494074Z"},"links":{"citing_paper":"/paper/2506.06580"},"observation_digest":"sha256:1c00441b12fc1f83527072e9cf554f9d0afac14ea26a0f992f04b8e41bd47fe1","observation_id":"51f288ba-07a7-4d94-8800-e7fe77d0ceca","resolution":{"observed_at":"2026-08-07T05:58:10.319066Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T05:58:10.300187Z","title":"Rein- forcement learning: An introduction","venue":null,"work_id":"f3a33478-721e-46fa-a924-4d22093e6cf1","year":2018},"citing_paper":{"arxiv_id":"2506.06580","last_updated":"2025-08-29T03:17:51Z","snapshot_observed_at":"2026-08-07T05:51:31.968425Z","submitted_at":"2025-06-06T23:13:38Z","title":"AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture","version":2},"reference_index":66,"source":"pdf_text","source_observed_at":"2026-08-07T05:58:08.498018Z"},"links":{"citing_paper":"/paper/2506.06580"},"observation_digest":"sha256:23eae720fad7a61f1d3d175bee73abce050d3381c6fb1299ecbb6e4468a3d9c3","observation_id":"819dfb99-e074-4ae2-8f63-3621a91ce7a3","resolution":{"observed_at":"2026-08-07T05:58:10.305078Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2307.06464","last_updated":"2023-07-12T21:39:42Z","snapshot_observed_at":"2026-07-06T15:53:27.324303Z","submitted_at":"2023-07-12T21:39:42Z","title":"Assessing the Ability of ChatGPT to Screen Articles for Systematic Reviews","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2307.06464","snapshot_observed_at":"2026-08-07T05:58:08.501813Z","title":"Assessing the Ability of ChatGPT to Screen Articles for Systematic Reviews","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2506.06580","last_updated":"2025-08-29T03:17:51Z","snapshot_observed_at":"2026-08-07T05:51:31.968425Z","submitted_at":"2025-06-06T23:13:38Z","title":"AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture","version":2},"reference_index":67,"source":"pdf_text","source_observed_at":"2026-08-07T05:58:08.501813Z"},"links":{"cited_paper":"/paper/2307.06464","citing_paper":"/paper/2506.06580"},"observation_digest":"sha256:8d136c1637336a83fe0e847eb062c693382445b3b05eb9ff8b04165d018ccb96","observation_id":"ba281ee2-d4ba-4ad7-9740-58f8db820186","resolution":{"observed_at":"2026-08-07T05:58:08.501813Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T05:58:10.328757Z","title":"A survey on image data augmentation for deep learning","venue":null,"work_id":"3a7c1481-fa54-4f87-802d-11f0c4420bdf","year":2019},"citing_paper":{"arxiv_id":"2506.06580","last_updated":"2025-08-29T03:17:51Z","snapshot_observed_at":"2026-08-07T05:51:31.968425Z","submitted_at":"2025-06-06T23:13:38Z","title":"AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture","version":2},"reference_index":68,"source":"pdf_text","source_observed_at":"2026-08-07T05:58:08.490342Z"},"links":{"citing_paper":"/paper/2506.06580"},"observation_digest":"sha256:81adfcdb2f1656d4e4224dfde961dfa4a984259d9298512591bfc6e379ce2b1f","observation_id":"e9cfadca-f173-41ec-acaa-6b197ee1e4c2","resolution":{"observed_at":"2026-08-07T05:58:10.333020Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"1804.10332","last_updated":"2018-05-16T20:35:34Z","snapshot_observed_at":"2026-08-07T17:36:12.418330Z","submitted_at":"2018-04-27T03:42:55Z","title":"Sim-to-Real: Learning Agile Locomotion For Quadruped Robots","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"1804.10332","snapshot_observed_at":"2026-08-07T05:58:08.510160Z","title":"Sim-to-real: Learning agile locomotion for quadruped robots","venue":null,"work_id":null,"year":2018},"citing_paper":{"arxiv_id":"2506.06580","last_updated":"2025-08-29T03:17:51Z","snapshot_observed_at":"2026-08-07T05:51:31.968425Z","submitted_at":"2025-06-06T23:13:38Z","title":"AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture","version":2},"reference_index":69,"source":"pdf_text","source_observed_at":"2026-08-07T05:58:08.510160Z"},"links":{"cited_paper":"/paper/1804.10332","citing_paper":"/paper/2506.06580"},"observation_digest":"sha256:5e175ec12498403f114c20cf02ea89de8e3e1750521f1d2bd1f48c30590f1bf4","observation_id":"394e59ec-138e-4cd3-a4c0-921a5195c6f8","resolution":{"observed_at":"2026-08-07T05:58:08.510160Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":"sconf/2020209","doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T05:58:08.989540Z","title":"Development of Digital Twin for Load Center on the Example of Distribution Network of an Ur- ban District","venue":null,"work_id":"ab8d65b7-99f9-4947-bada-40937e7dc28a","year":2020},"citing_paper":{"arxiv_id":"2506.06580","last_updated":"2025-08-29T03:17:51Z","snapshot_observed_at":"2026-08-07T05:51:31.968425Z","submitted_at":"2025-06-06T23:13:38Z","title":"AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture","version":2},"reference_index":70,"source":"pdf_text","source_observed_at":"2026-08-07T05:58:08.514499Z"},"links":{"citing_paper":"/paper/2506.06580"},"observation_digest":"sha256:aad18d34dbff81ad5983ff89e2e34cfdd2cdd5f42f49595a817215fc776e2afa","observation_id":"5927f5d4-5015-457d-9718-496fb2de3b07","resolution":{"observed_at":"2026-08-07T05:58:08.997969Z","resolver_source":"raw_fallback","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T05:58:10.285646Z","title":"Challenges in Implementing Digital Twins – A Survey","venue":null,"work_id":"c93bef21-a59f-4784-905c-5c612700bb86","year":2022},"citing_paper":{"arxiv_id":"2506.06580","last_updated":"2025-08-29T03:17:51Z","snapshot_observed_at":"2026-08-07T05:51:31.968425Z","submitted_at":"2025-06-06T23:13:38Z","title":"AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture","version":2},"reference_index":71,"source":"pdf_text","source_observed_at":"2026-08-07T05:58:08.518980Z"},"links":{"citing_paper":"/paper/2506.06580"},"observation_digest":"sha256:f76213f97038435f711dc09c5e19e7dfa50a22d3d0c3e616e45be2d68a23ffd2","observation_id":"5df0f4fd-b7fc-4610-8a79-93df7ed75bc6","resolution":{"observed_at":"2026-08-07T05:58:10.289717Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T05:58:08.506073Z","title":"Screening articles for systematic reviews with ChatGPT","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2506.06580","last_updated":"2025-08-29T03:17:51Z","snapshot_observed_at":"2026-08-07T05:51:31.968425Z","submitted_at":"2025-06-06T23:13:38Z","title":"AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture","version":2},"reference_index":72,"source":"pdf_text","source_observed_at":"2026-08-07T05:58:08.506073Z"},"links":{"citing_paper":"/paper/2506.06580"},"observation_digest":"sha256:b747fd2a8cf086b17f63e7f8f08116c976d9751c84e6446d823c9ae647e3e136","observation_id":"a02f62d1-d6fc-4c50-89f7-4b6eae917b47","resolution":{"observed_at":"2026-08-07T05:58:08.506073Z","resolver_source":null,"status":"malformed_identifier"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T05:58:10.272319Z","title":"An introduction to multi- paradigm modelling and simulation","venue":null,"work_id":"1a17838f-6a35-4817-8ba2-37bdf101435b","year":2002},"citing_paper":{"arxiv_id":"2506.06580","last_updated":"2025-08-29T03:17:51Z","snapshot_observed_at":"2026-08-07T05:51:31.968425Z","submitted_at":"2025-06-06T23:13:38Z","title":"AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture","version":2},"reference_index":73,"source":"pdf_text","source_observed_at":"2026-08-07T05:58:08.527520Z"},"links":{"citing_paper":"/paper/2506.06580"},"observation_digest":"sha256:ddfb86fcae1fe7cb03de7b9abd49bf886c2c0794a1bd97d65492962fb4260b3d","observation_id":"5c90cbb0-1c33-49d7-b60d-71c12dc6d656","resolution":{"observed_at":"2026-08-07T05:58:10.276425Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T05:58:10.258441Z","title":"Digital Twin Development and Operation of a Flexible Man- ufacturing Cell using ISO 23247","venue":null,"work_id":"5aa0b813-191d-46c4-9dd7-923e1a560ffe","year":2023},"citing_paper":{"arxiv_id":"2506.06580","last_updated":"2025-08-29T03:17:51Z","snapshot_observed_at":"2026-08-07T05:51:31.968425Z","submitted_at":"2025-06-06T23:13:38Z","title":"AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture","version":2},"reference_index":74,"source":"pdf_text","source_observed_at":"2026-08-07T05:58:08.531606Z"},"links":{"citing_paper":"/paper/2506.06580"},"observation_digest":"sha256:64b14f2d5c009ddd0c95cc12edff4d18203a237320f8816f76c8ca823b318bf6","observation_id":"0e8f1d9d-8b2b-4664-a7e6-0a39aff3380f","resolution":{"observed_at":"2026-08-07T05:58:10.262581Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":"10.1016/j.scico.2014.11","metadata_source":"doi_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T05:58:08.622406Z","title":"Six strate- gies for generalizing software engineering the- ories","venue":null,"work_id":"a37f9b22-9b2a-497b-aa21-32339579be87","year":2015},"citing_paper":{"arxiv_id":"2506.06580","last_updated":"2025-08-29T03:17:51Z","snapshot_observed_at":"2026-08-07T05:51:31.968425Z","submitted_at":"2025-06-06T23:13:38Z","title":"AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture","version":2},"reference_index":75,"source":"pdf_text","source_observed_at":"2026-08-07T05:58:08.535700Z"},"links":{"citing_paper":"/paper/2506.06580"},"observation_digest":"sha256:f7a2017e210ca4afd3fb5ae8b28e8e2247f7d1478604bb82d0ddd8feb4f3e150","observation_id":"4ed2c575-61bb-4e2e-b0a2-745e629c1311","resolution":{"observed_at":"2026-08-07T05:58:08.626790Z","resolver_source":"doi","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T05:58:08.523248Z","title":"Validity Frame–enabled model-based en- gineering processes","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2506.06580","last_updated":"2025-08-29T03:17:51Z","snapshot_observed_at":"2026-08-07T05:51:31.968425Z","submitted_at":"2025-06-06T23:13:38Z","title":"AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture","version":2},"reference_index":76,"source":"pdf_text","source_observed_at":"2026-08-07T05:58:08.523248Z"},"links":{"citing_paper":"/paper/2506.06580"},"observation_digest":"sha256:734d8fafc5d33e596bff8217657e7d408ecce764c37ab7e933169ee0fa5d5b1a","observation_id":"ce48dbe6-47a3-4f66-afb0-6ccb6e734819","resolution":{"observed_at":"2026-08-07T05:58:08.523248Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T05:58:10.244112Z","title":"Guidelines for the search strategy to update systematic liter- ature reviews in software engineering","venue":null,"work_id":"4e16b5de-9fb0-446f-87e4-f2984c897a33","year":2020},"citing_paper":{"arxiv_id":"2506.06580","last_updated":"2025-08-29T03:17:51Z","snapshot_observed_at":"2026-08-07T05:51:31.968425Z","submitted_at":"2025-06-06T23:13:38Z","title":"AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture","version":2},"reference_index":77,"source":"pdf_text","source_observed_at":"2026-08-07T05:58:08.544387Z"},"links":{"citing_paper":"/paper/2506.06580"},"observation_digest":"sha256:39dabac62cf2c08b464d8e4edcb359f7d6839b36955aff92f73088c5ccf7ae9a","observation_id":"fbe58d8f-76d3-41ec-9d51-87c36b578724","resolution":{"observed_at":"2026-08-07T05:58:10.248728Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":"10.3390/app11094276","metadata_source":"doi_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T05:58:08.608468Z","title":"An Adapted Model of Cognitive Digital Twins for Building Lifecycle Management","venue":null,"work_id":"ac7f12a4-b9d5-4c57-ba7f-af6cb845ff04","year":2021},"citing_paper":{"arxiv_id":"2506.06580","last_updated":"2025-08-29T03:17:51Z","snapshot_observed_at":"2026-08-07T05:51:31.968425Z","submitted_at":"2025-06-06T23:13:38Z","title":"AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture","version":2},"reference_index":78,"source":"pdf_text","source_observed_at":"2026-08-07T05:58:08.548542Z"},"links":{"citing_paper":"/paper/2506.06580"},"observation_digest":"sha256:8cbe092f66652bac9fae57a1c69ab8a76481568a7c2772f0e00dbbe0d760269a","observation_id":"ca5933c5-31e3-4389-bda2-a2d5628fd5d0","resolution":{"observed_at":"2026-08-07T05:58:08.612732Z","resolver_source":"doi","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T05:58:10.229168Z","title":"Theory of modeling and simulation: discrete event & iterative system computational foundations","venue":null,"work_id":"f48d775e-2bdb-4af2-83f8-1e2906b10119","year":2018},"citing_paper":{"arxiv_id":"2506.06580","last_updated":"2025-08-29T03:17:51Z","snapshot_observed_at":"2026-08-07T05:51:31.968425Z","submitted_at":"2025-06-06T23:13:38Z","title":"AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture","version":2},"reference_index":79,"source":"pdf_text","source_observed_at":"2026-08-07T05:58:08.552771Z"},"links":{"citing_paper":"/paper/2506.06580"},"observation_digest":"sha256:1e4de2be72f98ddcf868779fb15b70342d8e275f02f5abb334b848d8e941c8aa","observation_id":"9d0f92ac-247d-4f3c-901d-96c39fc6325a","resolution":{"observed_at":"2026-08-07T05:58:10.234348Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T05:58:08.540243Z","title":"Guidelines for snowballing in systematic literature studies and a replication in software engineering","venue":null,"work_id":null,"year":2014},"citing_paper":{"arxiv_id":"2506.06580","last_updated":"2025-08-29T03:17:51Z","snapshot_observed_at":"2026-08-07T05:51:31.968425Z","submitted_at":"2025-06-06T23:13:38Z","title":"AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture","version":2},"reference_index":80,"source":"pdf_text","source_observed_at":"2026-08-07T05:58:08.540243Z"},"links":{"citing_paper":"/paper/2506.06580"},"observation_digest":"sha256:560776a095a8f86d1d374decaeed5bbf9dc75661ca6117b0c54b2a4df2bfb155","observation_id":"f981ee62-1cbc-4193-bd00-c05dc8092556","resolution":{"observed_at":"2026-08-07T05:58:08.540243Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":"10.1016/j.neucom.2017.01.026","metadata_source":"doi_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T05:58:08.592040Z","title":"Machine learn- ing on big data: Opportunities and chal- lenges","venue":null,"work_id":"767b0df2-d5c1-4bff-bed0-a8269230d110","year":2017},"citing_paper":{"arxiv_id":"2506.06580","last_updated":"2025-08-29T03:17:51Z","snapshot_observed_at":"2026-08-07T05:51:31.968425Z","submitted_at":"2025-06-06T23:13:38Z","title":"AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture","version":2},"reference_index":81,"source":"pdf_text","source_observed_at":"2026-08-07T05:58:08.560649Z"},"links":{"citing_paper":"/paper/2506.06580"},"observation_digest":"sha256:c750305c1ad9b559f549c832727cf074ae77e65d86ec744e6eda41761526b497","observation_id":"9f79754e-19f7-4449-82b5-6185d8851b6e","resolution":{"observed_at":"2026-08-07T05:58:08.598224Z","resolver_source":"doi","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T05:58:08.556620Z","title":"Sim-to-Real Transfer in Deep Re- inforcement Learning for Robotics: a Survey","venue":null,"work_id":null,"year":2020},"citing_paper":{"arxiv_id":"2506.06580","last_updated":"2025-08-29T03:17:51Z","snapshot_observed_at":"2026-08-07T05:51:31.968425Z","submitted_at":"2025-06-06T23:13:38Z","title":"AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture","version":2},"reference_index":84,"source":"pdf_text","source_observed_at":"2026-08-07T05:58:08.556620Z"},"links":{"citing_paper":"/paper/2506.06580"},"observation_digest":"sha256:5d87b040c36589adf11e30eceae57452d03bb8046d06ee0ca20b5628563e6d17","observation_id":"0e1c2eb4-8dc8-46eb-ab10-37314c502926","resolution":{"observed_at":"2026-08-07T05:58:08.556620Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T05:58:10.532572Z","title":null,"venue":null,"work_id":"9817f415-e24a-45bd-a793-661dd835282a","year":null},"citing_paper":{"arxiv_id":"2506.06580","last_updated":"2025-08-29T03:17:51Z","snapshot_observed_at":"2026-08-07T05:51:31.968425Z","submitted_at":"2025-06-06T23:13:38Z","title":"AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture","version":2},"reference_index":365,"source":"pdf_text","source_observed_at":"2026-08-07T05:58:08.357733Z"},"links":{"citing_paper":"/paper/2506.06580"},"observation_digest":"sha256:c3808bfc6f5393861a3d4e0c1c756fc0a2f91f6a5df94d9c7252fe16ed783441","observation_id":"99bccea4-dc84-434a-8f6a-86f99a550203","resolution":{"observed_at":"2026-08-07T05:58:10.536522Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":"10.3390/ai4030038","metadata_source":"doi_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T05:58:08.701333Z","title":"doi: 10.3390/ai4030038","venue":null,"work_id":"cda68164-0b77-4297-bb08-854ee643a818","year":null},"citing_paper":{"arxiv_id":"2506.06580","last_updated":"2025-08-29T03:17:51Z","snapshot_observed_at":"2026-08-07T05:51:31.968425Z","submitted_at":"2025-06-06T23:13:38Z","title":"AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture","version":2},"reference_index":728,"source":"pdf_text","source_observed_at":"2026-08-07T05:58:08.324951Z"},"links":{"citing_paper":"/paper/2506.06580"},"observation_digest":"sha256:9e3be047f1a9ae3b04f77b5f4e018015f7620aac114b67b7e4b7b392316fa115","observation_id":"bf8c2931-482c-468b-99ec-7b9338f20074","resolution":{"observed_at":"2026-08-07T05:58:08.705452Z","resolver_source":"doi","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2506.04267","last_updated":"2025-06-03T12:40:31Z","snapshot_observed_at":"2026-08-07T11:12:57.610419Z","submitted_at":"2025-06-03T12:40:31Z","title":"Bridging the Silos of Digitalization and Sustainability by Twin Transition: A Multivocal Literature Review","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2506.04267","snapshot_observed_at":"2026-08-07T05:58:08.477322Z","title":"04267 [physics.soc-ph]","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2506.06580","last_updated":"2025-08-29T03:17:51Z","snapshot_observed_at":"2026-08-07T05:51:31.968425Z","submitted_at":"2025-06-06T23:13:38Z","title":"AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture","version":2},"reference_index":2025,"source":"pdf_text","source_observed_at":"2026-08-07T05:58:08.477322Z"},"links":{"cited_paper":"/paper/2506.04267","citing_paper":"/paper/2506.06580"},"observation_digest":"sha256:6a21e9c388f679ed63778b39560704fe37a6eda8fd175c8ffc36c882d6c41916","observation_id":"d3b6adf9-28f2-42f1-9756-6b3e086f4a8c","resolution":{"observed_at":"2026-08-07T05:58:08.477322Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}}],"paper":{"arxiv_id":"2506.06580","last_updated":"2025-08-29T03:17:51Z","latest_version":2,"primary_category":"cs.AI","snapshot_observed_at":"2026-08-07T05:51:31.968425Z","submitted_at":"2025-06-06T23:13:38Z","title":"AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture"},"reference_resolution":{"displayed":84,"state_counts":{"malformed_identifier":3,"metadata_mismatch":6,"parse_uncertain":0,"unresolved":26,"verified_exact":7,"verified_fuzzy":42},"total_outbound_references":84},"refusal":"A citation records a reference. It does not transfer a finding from one paper to another.","schema":"pith.paper-citation-record.v1","standing_sources":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"thesis":"As of 8 August 2026, this Paper Citation Record lists 84 of 84 outbound references and 0 inbound Pith citation observations for arXiv:2506.06580."}