{"as_of":"2026-08-07T08:17:00Z","caps":{"database_statements":6,"inbound":100,"outbound":100},"context_digest":"sha256:474a650b2bfc08ab10712cd2fda03ee181c0c98b1e30c52a3c6879aed3c55588","coverage":[{"denominator":72,"lane":"reference_resolution","note":"Typed states for the displayed outbound observations.","records_observed":72,"source":"paper_references, paper_reference_links","source_observed_at":"2026-08-06T20:46:04.063328Z","state":"measured"},{"denominator":72,"lane":"standing_notices","note":"One-hop event checks from named stored sources.","records_observed":72,"source":"scholarly_work_events, retraction_status_cache","source_observed_at":"2026-08-07T06:34:17.273281+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/2507.01776/citation-record","integrity":"/paper/2507.01776/integrity","json":"/paper/2507.01776/citation-record.json","paper":"/paper/2507.01776"},"outbound":[{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T20:46:05.813868Z","title":"Emerging concepts in urban space design; Taylor & Francis, 2003","venue":null,"work_id":"9346878b-7ece-4c86-ae58-1809d3b9cf8a","year":2003},"citing_paper":{"arxiv_id":"2507.01776","last_updated":"2025-07-02T15:01:51Z","snapshot_observed_at":"2026-08-06T20:40:42.004100Z","submitted_at":"2025-07-02T15:01:51Z","title":"Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts","version":1},"reference_index":1,"source":"pdf_text","source_observed_at":"2026-08-06T20:46:03.691947Z"},"links":{"citing_paper":"/paper/2507.01776"},"observation_digest":"sha256:a1ced1fd9d0cf28de4b2ef8445577c3e1ab26b2c99e852559a521f06ce99984c","observation_id":"2136d501-8cfc-4092-9dd9-2b54e2558803","resolution":{"observed_at":"2026-08-06T20:46:05.822733Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+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":"2026-08-06T20:46:05.792281Z","title":"Principles for public space design, planning to do better","venue":null,"work_id":"981e0c65-146d-4973-904d-b8d2aa533e82","year":2019},"citing_paper":{"arxiv_id":"2507.01776","last_updated":"2025-07-02T15:01:51Z","snapshot_observed_at":"2026-08-06T20:40:42.004100Z","submitted_at":"2025-07-02T15:01:51Z","title":"Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts","version":1},"reference_index":2,"source":"pdf_text","source_observed_at":"2026-08-06T20:46:03.697290Z"},"links":{"citing_paper":"/paper/2507.01776"},"observation_digest":"sha256:96bc175b08fbfe2a28ccb141e586498b9ff86e097824565003de123ddda58c11","observation_id":"75e8e658-e6ce-457e-b145-2999e3728da1","resolution":{"observed_at":"2026-08-06T20:46:05.799091Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+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":"2026-08-06T20:46:05.772117Z","title":"Creative space: design and the retail environment","venue":null,"work_id":"b1e161cf-68ad-4c08-914b-750eda651106","year":2007},"citing_paper":{"arxiv_id":"2507.01776","last_updated":"2025-07-02T15:01:51Z","snapshot_observed_at":"2026-08-06T20:40:42.004100Z","submitted_at":"2025-07-02T15:01:51Z","title":"Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts","version":1},"reference_index":3,"source":"pdf_text","source_observed_at":"2026-08-06T20:46:03.702082Z"},"links":{"citing_paper":"/paper/2507.01776"},"observation_digest":"sha256:7dc482fc4552c6baa2c7a4ad5e72ae72cb8d22a3b4b98fef8e89035c28e136f4","observation_id":"4ef96ddb-e73d-476d-8857-01cec3fe1d98","resolution":{"observed_at":"2026-08-06T20:46:05.778353Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+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":"2026-08-06T20:46:05.751617Z","title":"Questions, options, and criteria: Elements of design space analysis","venue":null,"work_id":"dcd71e9a-c06f-484e-ae06-89758f1a6a8c","year":2020},"citing_paper":{"arxiv_id":"2507.01776","last_updated":"2025-07-02T15:01:51Z","snapshot_observed_at":"2026-08-06T20:40:42.004100Z","submitted_at":"2025-07-02T15:01:51Z","title":"Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts","version":1},"reference_index":4,"source":"pdf_text","source_observed_at":"2026-08-06T20:46:03.707323Z"},"links":{"citing_paper":"/paper/2507.01776"},"observation_digest":"sha256:c4a868ee8b316ee6a0c4cab35bb12e532005f9d2df35ee8011b2f879486b2dfa","observation_id":"bfc18b35-511e-4c01-acfe-37a7c96114a0","resolution":{"observed_at":"2026-08-06T20:46:05.757064Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2411.16301","last_updated":"2025-06-23T15:20:13Z","snapshot_observed_at":"2026-07-06T19:56:30.344759Z","submitted_at":"2024-11-25T11:36:34Z","title":"DiffDesign: Controllable Diffusion with Meta Prior for Efficient Interior Design Generation","version":3},"cited_work":{"arxiv_id":"2411.16301","doi":null,"metadata_source":"pith","pith_arxiv_id":"2411.16301","snapshot_observed_at":"2026-08-06T20:46:04.207821Z","title":"DiffDesign: Controllable Diffusion with Meta Prior for Efficient Interior Design Generation","venue":"cs.CV","work_id":"0ffbdb4d-87b8-4716-af0c-d28595b64bf4","year":2024},"citing_paper":{"arxiv_id":"2507.01776","last_updated":"2025-07-02T15:01:51Z","snapshot_observed_at":"2026-08-06T20:40:42.004100Z","submitted_at":"2025-07-02T15:01:51Z","title":"Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts","version":1},"reference_index":5,"source":"pdf_text","source_observed_at":"2026-08-06T20:46:03.712848Z"},"links":{"cited_paper":"/paper/2411.16301","citing_paper":"/paper/2507.01776"},"observation_digest":"sha256:dea291fb1eec61b5b069525cd095ee5eef7e7a71d69122227edab81e9d210b1d","observation_id":"dc9a5bb4-a101-42f6-92b8-a208b42174c4","resolution":{"observed_at":"2026-08-06T20:46:04.214646Z","resolver_source":"local_arxiv","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+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":"2026-08-06T20:46:05.735216Z","title":"Interior design illustrated; John Wiley & Sons, 2018","venue":null,"work_id":"9931f75d-c4ba-4258-9ff4-c731e3bfccf5","year":2018},"citing_paper":{"arxiv_id":"2507.01776","last_updated":"2025-07-02T15:01:51Z","snapshot_observed_at":"2026-08-06T20:40:42.004100Z","submitted_at":"2025-07-02T15:01:51Z","title":"Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts","version":1},"reference_index":6,"source":"pdf_text","source_observed_at":"2026-08-06T20:46:03.718094Z"},"links":{"citing_paper":"/paper/2507.01776"},"observation_digest":"sha256:07c731bcea1e69cffbbe85ecac40583a10196c41dae679dd3ee8df2ea0fb923e","observation_id":"ec25788f-5b98-4ef1-9a79-65e76c8a0d09","resolution":{"observed_at":"2026-08-06T20:46:05.740465Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+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":"2026-08-06T20:46:05.715686Z","title":"Stochastic detection of interior design styles using a deep-learning model for reference images","venue":null,"work_id":"95693c07-991a-4631-8593-164331f26b8f","year":2020},"citing_paper":{"arxiv_id":"2507.01776","last_updated":"2025-07-02T15:01:51Z","snapshot_observed_at":"2026-08-06T20:40:42.004100Z","submitted_at":"2025-07-02T15:01:51Z","title":"Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts","version":1},"reference_index":7,"source":"pdf_text","source_observed_at":"2026-08-06T20:46:03.723862Z"},"links":{"citing_paper":"/paper/2507.01776"},"observation_digest":"sha256:9ff11310b02f81c86eedf0fa0af0d489c4d0a340a1c3bd6cfc93b617a3b3936b","observation_id":"414f538a-cf75-40b9-bb52-ca468756b2a1","resolution":{"observed_at":"2026-08-06T20:46:05.721096Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+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":"2026-08-06T20:46:05.700408Z","title":"Machine learning predictive modelling high-level synthesis design space exploration","venue":null,"work_id":"ed70427d-58e3-4659-8782-455b960d3f83","year":2012},"citing_paper":{"arxiv_id":"2507.01776","last_updated":"2025-07-02T15:01:51Z","snapshot_observed_at":"2026-08-06T20:40:42.004100Z","submitted_at":"2025-07-02T15:01:51Z","title":"Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts","version":1},"reference_index":8,"source":"pdf_text","source_observed_at":"2026-08-06T20:46:03.729501Z"},"links":{"citing_paper":"/paper/2507.01776"},"observation_digest":"sha256:f7ada9535c6e44f0675587a927dc02aef67750c01eedf4d2e8612f1c65e9fdc1","observation_id":"af67d07a-4f6f-4234-bf0b-1757adf34d79","resolution":{"observed_at":"2026-08-06T20:46:05.705196Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+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":"2026-08-06T20:46:05.685478Z","title":"AMSA: Adaptive multimodal learning for sentiment analysis","venue":null,"work_id":"7230dd6e-cb05-4ab3-abb5-a1ceab0af346","year":2023},"citing_paper":{"arxiv_id":"2507.01776","last_updated":"2025-07-02T15:01:51Z","snapshot_observed_at":"2026-08-06T20:40:42.004100Z","submitted_at":"2025-07-02T15:01:51Z","title":"Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts","version":1},"reference_index":9,"source":"pdf_text","source_observed_at":"2026-08-06T20:46:03.734629Z"},"links":{"citing_paper":"/paper/2507.01776"},"observation_digest":"sha256:72ae68d1d7d363256f6c5e1237eb1dcb431483495c9dedd611e98dbc92498b9c","observation_id":"45e4ed2d-ae8f-43fa-a955-6f53fe04042e","resolution":{"observed_at":"2026-08-06T20:46:05.690008Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+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":"2026-08-06T20:46:05.669322Z","title":"Artificial intelligence vs designer: The impact of artificial intelligence on design practice","venue":null,"work_id":"99cfe2e0-f958-4cf0-a587-a852c46a8425","year":2021},"citing_paper":{"arxiv_id":"2507.01776","last_updated":"2025-07-02T15:01:51Z","snapshot_observed_at":"2026-08-06T20:40:42.004100Z","submitted_at":"2025-07-02T15:01:51Z","title":"Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts","version":1},"reference_index":10,"source":"pdf_text","source_observed_at":"2026-08-06T20:46:03.741210Z"},"links":{"citing_paper":"/paper/2507.01776"},"observation_digest":"sha256:da4ef9c0106336b1403ade2163f48409a8b60a73a652454207462d8390861a83","observation_id":"2250f5e8-ee9a-4332-8861-8c243dadc306","resolution":{"observed_at":"2026-08-06T20:46:05.675036Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+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":"2026-08-06T20:46:05.652947Z","title":"A Comprehensive Survey on Meta-Learning: Applications, Advances, and Challenges","venue":null,"work_id":"365377aa-87ca-4114-8d13-d1e45a9059bc","year":2024},"citing_paper":{"arxiv_id":"2507.01776","last_updated":"2025-07-02T15:01:51Z","snapshot_observed_at":"2026-08-06T20:40:42.004100Z","submitted_at":"2025-07-02T15:01:51Z","title":"Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts","version":1},"reference_index":11,"source":"pdf_text","source_observed_at":"2026-08-06T20:46:03.749122Z"},"links":{"citing_paper":"/paper/2507.01776"},"observation_digest":"sha256:9d6dcd9e19c160d9662e3ee8d091035f5138465d9adf29141e8efb83beb7a644","observation_id":"8886e613-531d-4ad1-92c3-2fde8bce519b","resolution":{"observed_at":"2026-08-06T20:46:05.658220Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+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":"2026-08-06T20:46:05.636500Z","title":"Efficient system design space exploration using machine learning techniques","venue":null,"work_id":"32b8c3c3-ad14-4d5b-a218-68e65f15d139","year":2008},"citing_paper":{"arxiv_id":"2507.01776","last_updated":"2025-07-02T15:01:51Z","snapshot_observed_at":"2026-08-06T20:40:42.004100Z","submitted_at":"2025-07-02T15:01:51Z","title":"Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts","version":1},"reference_index":12,"source":"pdf_text","source_observed_at":"2026-08-06T20:46:03.754392Z"},"links":{"citing_paper":"/paper/2507.01776"},"observation_digest":"sha256:1d33d52fa756678d2355d9d3bc8f63f5c8802f08e921f1027db436d1f7114131","observation_id":"dc5d2f5b-aca3-4d15-a5f1-60aae614c2bc","resolution":{"observed_at":"2026-08-06T20:46:05.641632Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+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":"2026-08-06T20:46:05.615028Z","title":"The Future Role of Artificial Intelli- gence (AI) Design’s Integration into Architectural and Interior Design Education is to Improve Efficiency, Sustainability, and Creativity","venue":null,"work_id":"f76cd038-e648-4a1f-b57f-accd243f46bb","year":2024},"citing_paper":{"arxiv_id":"2507.01776","last_updated":"2025-07-02T15:01:51Z","snapshot_observed_at":"2026-08-06T20:40:42.004100Z","submitted_at":"2025-07-02T15:01:51Z","title":"Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts","version":1},"reference_index":13,"source":"pdf_text","source_observed_at":"2026-08-06T20:46:03.760111Z"},"links":{"citing_paper":"/paper/2507.01776"},"observation_digest":"sha256:5e26b5d428a173a06044095b07d15b11c8bd97154988528e4a258c30dd1478f5","observation_id":"e682156c-6f6f-4dd8-baa0-62820a6a9e89","resolution":{"observed_at":"2026-08-06T20:46:05.621520Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+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":"2026-08-06T20:46:05.591128Z","title":"Computational Intelligence in Interior Design: State-of-the-Art and Outlook","venue":null,"work_id":"2c8a7dd8-34c1-42c9-9e3a-6bce0184b7da","year":2016},"citing_paper":{"arxiv_id":"2507.01776","last_updated":"2025-07-02T15:01:51Z","snapshot_observed_at":"2026-08-06T20:40:42.004100Z","submitted_at":"2025-07-02T15:01:51Z","title":"Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts","version":1},"reference_index":14,"source":"pdf_text","source_observed_at":"2026-08-06T20:46:03.764592Z"},"links":{"citing_paper":"/paper/2507.01776"},"observation_digest":"sha256:799d4a01e1151b9b69c193f341bdc5b68884e361f28e156a52d15fe20e77e660","observation_id":"bb9ece99-3e8f-4838-84e1-8c8bdf1f6619","resolution":{"observed_at":"2026-08-06T20:46:05.599508Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2304.12921","last_updated":"2025-04-15T03:14:54Z","snapshot_observed_at":"2026-07-06T15:19:50.076606Z","submitted_at":"2023-04-24T03:09:25Z","title":"AwesomeMeta+: A Mixed-Prototyping Meta-Learning System Supporting AI Application Design Anywhere","version":3},"cited_work":{"arxiv_id":"2304.12921","doi":null,"metadata_source":"pith","pith_arxiv_id":"2304.12921","snapshot_observed_at":"2026-08-06T20:46:04.179442Z","title":"AwesomeMeta+: A Mixed-Prototyping Meta-Learning System Supporting AI Application Design Anywhere","venue":"cs.LG","work_id":"83e117dc-ab81-4dad-bb51-a16ec33db6c7","year":2023},"citing_paper":{"arxiv_id":"2507.01776","last_updated":"2025-07-02T15:01:51Z","snapshot_observed_at":"2026-08-06T20:40:42.004100Z","submitted_at":"2025-07-02T15:01:51Z","title":"Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts","version":1},"reference_index":15,"source":"pdf_text","source_observed_at":"2026-08-06T20:46:03.769414Z"},"links":{"cited_paper":"/paper/2304.12921","citing_paper":"/paper/2507.01776"},"observation_digest":"sha256:c3be15afa42b322f89030667f65895553ce7d672b6de84a1011a8285886e72f3","observation_id":"a3ba938b-8245-4878-8cb5-fcc45f90c37e","resolution":{"observed_at":"2026-08-06T20:46:04.187625Z","resolver_source":"local_arxiv","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+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":"2026-08-06T20:46:05.571537Z","title":"Interior space design and automatic layout method based on CNN","venue":null,"work_id":"259763e6-023f-4a13-91e7-a574dfcfaf26","year":2022},"citing_paper":{"arxiv_id":"2507.01776","last_updated":"2025-07-02T15:01:51Z","snapshot_observed_at":"2026-08-06T20:40:42.004100Z","submitted_at":"2025-07-02T15:01:51Z","title":"Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts","version":1},"reference_index":16,"source":"pdf_text","source_observed_at":"2026-08-06T20:46:03.775325Z"},"links":{"citing_paper":"/paper/2507.01776"},"observation_digest":"sha256:0309dfa1f65d80bf67e79190712a24b32d1fbb22790a5eec3851b3d58021e9d7","observation_id":"791fcf7b-7295-4840-b7d2-638b4ef36d59","resolution":{"observed_at":"2026-08-06T20:46:05.579110Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2404.12024","last_updated":"2024-04-18T09:21:16Z","snapshot_observed_at":"2026-08-04T13:52:57.085162Z","submitted_at":"2024-04-18T09:21:16Z","title":"Meta-Auxiliary Learning for Micro-Expression Recognition","version":1},"cited_work":{"arxiv_id":"2404.12024","doi":null,"metadata_source":"pith","pith_arxiv_id":"2404.12024","snapshot_observed_at":"2026-08-06T20:46:04.135483Z","title":"Meta-Auxiliary Learning for Micro-Expression Recognition","venue":"cs.CV","work_id":"bd45bfa5-4646-464d-aacd-74e4ad9af2e7","year":2024},"citing_paper":{"arxiv_id":"2507.01776","last_updated":"2025-07-02T15:01:51Z","snapshot_observed_at":"2026-08-06T20:40:42.004100Z","submitted_at":"2025-07-02T15:01:51Z","title":"Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts","version":1},"reference_index":17,"source":"pdf_text","source_observed_at":"2026-08-06T20:46:03.781603Z"},"links":{"cited_paper":"/paper/2404.12024","citing_paper":"/paper/2507.01776"},"observation_digest":"sha256:ce6e1cf5fb46e76f52a59b6fa8c39c6256c5bcbff7d65b9959d632a78463170e","observation_id":"e0889fbc-3095-4938-bde8-6798c6056081","resolution":{"observed_at":"2026-08-06T20:46:04.146853Z","resolver_source":"local_arxiv","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+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":"2026-08-06T20:46:05.545813Z","title":"Automation in interior space planning: Utilizing conditional generative adversarial network models to create furniture layouts","venue":null,"work_id":"6782dee6-1c11-4451-8aea-1612fe3a1507","year":2023},"citing_paper":{"arxiv_id":"2507.01776","last_updated":"2025-07-02T15:01:51Z","snapshot_observed_at":"2026-08-06T20:40:42.004100Z","submitted_at":"2025-07-02T15:01:51Z","title":"Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts","version":1},"reference_index":18,"source":"pdf_text","source_observed_at":"2026-08-06T20:46:03.788494Z"},"links":{"citing_paper":"/paper/2507.01776"},"observation_digest":"sha256:b93215e25e1001438e00f2523d2cbb0c52f5056e85cb93026e6dcb21b9f2553a","observation_id":"6258d796-3ac7-45bd-8560-08a889e8ba58","resolution":{"observed_at":"2026-08-06T20:46:05.555055Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+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":"2026-08-06T20:46:05.517841Z","title":"A machine-learning-based method for thermal design optimization of residential buildings in highly urbanized areas of Turkey","venue":null,"work_id":"6324b7d7-db1a-4a12-8349-62d28069b3cc","year":2021},"citing_paper":{"arxiv_id":"2507.01776","last_updated":"2025-07-02T15:01:51Z","snapshot_observed_at":"2026-08-06T20:40:42.004100Z","submitted_at":"2025-07-02T15:01:51Z","title":"Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts","version":1},"reference_index":19,"source":"pdf_text","source_observed_at":"2026-08-06T20:46:03.795908Z"},"links":{"citing_paper":"/paper/2507.01776"},"observation_digest":"sha256:9801363ed78e2463bb000cf40ed33e99fc581a04fb11fc338609469626b255a1","observation_id":"2e4413a9-8bff-48aa-9983-2880ef4c741d","resolution":{"observed_at":"2026-08-06T20:46:05.524196Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+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":"2026-08-06T20:46:05.484845Z","title":"Intelligent optimization framework of near zero energy consumption building performance based on a hybrid machine learning algorithm","venue":null,"work_id":"493e3ac4-85fc-499c-8db5-38055af3c38b","year":2022},"citing_paper":{"arxiv_id":"2507.01776","last_updated":"2025-07-02T15:01:51Z","snapshot_observed_at":"2026-08-06T20:40:42.004100Z","submitted_at":"2025-07-02T15:01:51Z","title":"Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts","version":1},"reference_index":20,"source":"pdf_text","source_observed_at":"2026-08-06T20:46:03.801002Z"},"links":{"citing_paper":"/paper/2507.01776"},"observation_digest":"sha256:4099c1dd9000d9a99f8ea85cc7db3237ffbd9b4574dcb28fca699f27e62afc91","observation_id":"d85916ef-e9f7-4f92-81a8-226b30898273","resolution":{"observed_at":"2026-08-06T20:46:05.492311Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+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":"2026-08-06T20:46:05.450792Z","title":"Resource space model, its design method and applications","venue":null,"work_id":"3d1cded7-a795-4383-9653-ab738fefef36","year":2004},"citing_paper":{"arxiv_id":"2507.01776","last_updated":"2025-07-02T15:01:51Z","snapshot_observed_at":"2026-08-06T20:40:42.004100Z","submitted_at":"2025-07-02T15:01:51Z","title":"Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts","version":1},"reference_index":21,"source":"pdf_text","source_observed_at":"2026-08-06T20:46:03.806867Z"},"links":{"citing_paper":"/paper/2507.01776"},"observation_digest":"sha256:2f3e8bc4f9f3d14dbefb8165092571c2b1e7dc6e011e84b49b47403e3bdaf9f3","observation_id":"dad60d1c-7164-492c-b7e9-21bd82778309","resolution":{"observed_at":"2026-08-06T20:46:05.460141Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+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":"2026-08-06T20:46:05.418758Z","title":"Multi-objective optimization of urban environmental system design using machine learning","venue":null,"work_id":"d28c0cea-e422-4adb-8dc3-ea5a1b4063ea","year":2022},"citing_paper":{"arxiv_id":"2507.01776","last_updated":"2025-07-02T15:01:51Z","snapshot_observed_at":"2026-08-06T20:40:42.004100Z","submitted_at":"2025-07-02T15:01:51Z","title":"Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts","version":1},"reference_index":22,"source":"pdf_text","source_observed_at":"2026-08-06T20:46:03.812722Z"},"links":{"citing_paper":"/paper/2507.01776"},"observation_digest":"sha256:e2be261e36623bf6495ffc3b2a82383df40ac9361255062628cd7239a15bef45","observation_id":"d1440780-1d33-4fae-8007-bcf7d5ac3354","resolution":{"observed_at":"2026-08-06T20:46:05.427446Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+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":"2026-08-06T20:46:05.380528Z","title":"The role of machine learning in the understanding and design of materials","venue":null,"work_id":"7e196c98-6743-4a69-a045-88a0c063a5e2","year":2020},"citing_paper":{"arxiv_id":"2507.01776","last_updated":"2025-07-02T15:01:51Z","snapshot_observed_at":"2026-08-06T20:40:42.004100Z","submitted_at":"2025-07-02T15:01:51Z","title":"Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts","version":1},"reference_index":23,"source":"pdf_text","source_observed_at":"2026-08-06T20:46:03.817419Z"},"links":{"citing_paper":"/paper/2507.01776"},"observation_digest":"sha256:daecdce1ec36ac286262657f7eba44b08b1b09ab0269b4e4167180cfe06f3692","observation_id":"2370edde-1730-41a6-9435-ea3f6b61180d","resolution":{"observed_at":"2026-08-06T20:46:05.395897Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+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":"2026-08-06T20:46:05.360200Z","title":"Machine learning and deep learning methods for enhancing building energy efficiency and indoor environmental quality–a review","venue":null,"work_id":"142abdb7-b66d-439d-88d9-b349c69c660d","year":2022},"citing_paper":{"arxiv_id":"2507.01776","last_updated":"2025-07-02T15:01:51Z","snapshot_observed_at":"2026-08-06T20:40:42.004100Z","submitted_at":"2025-07-02T15:01:51Z","title":"Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts","version":1},"reference_index":24,"source":"pdf_text","source_observed_at":"2026-08-06T20:46:03.822058Z"},"links":{"citing_paper":"/paper/2507.01776"},"observation_digest":"sha256:372fe0e73fc90aeeecfd60f715bd4580d07deea47c6740d495438dc67634011f","observation_id":"3b099962-3300-4666-b8aa-1d269e7035fd","resolution":{"observed_at":"2026-08-06T20:46:05.365184Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+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":"2026-08-06T20:46:05.342913Z","title":null,"venue":null,"work_id":"31bd76fd-9a18-4744-b656-55e5c9cf1d73","year":2022},"citing_paper":{"arxiv_id":"2507.01776","last_updated":"2025-07-02T15:01:51Z","snapshot_observed_at":"2026-08-06T20:40:42.004100Z","submitted_at":"2025-07-02T15:01:51Z","title":"Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts","version":1},"reference_index":25,"source":"pdf_text","source_observed_at":"2026-08-06T20:46:03.826886Z"},"links":{"citing_paper":"/paper/2507.01776"},"observation_digest":"sha256:2f2444ac00881a511a0fc6ca121e210edc4f18f49cee8e9077372ca1b974f7a1","observation_id":"239b7a6c-e8d1-4eda-8a29-cd0d2efcc472","resolution":{"observed_at":"2026-08-06T20:46:05.348198Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+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":"2026-08-06T20:46:05.323497Z","title":"Deep Neural Network Architectures for User-Centered Design Concept Generation and Evaluation","venue":null,"work_id":"7ff84e43-424c-4c80-9cd1-f7970e57b0e7","year":2022},"citing_paper":{"arxiv_id":"2507.01776","last_updated":"2025-07-02T15:01:51Z","snapshot_observed_at":"2026-08-06T20:40:42.004100Z","submitted_at":"2025-07-02T15:01:51Z","title":"Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts","version":1},"reference_index":26,"source":"pdf_text","source_observed_at":"2026-08-06T20:46:03.831964Z"},"links":{"citing_paper":"/paper/2507.01776"},"observation_digest":"sha256:fc2a983eb09fc093defd9aa79ecf3f62c17d7e39dabe442409d8d332480bc46c","observation_id":"1efedb13-1439-4ed8-b74f-abf9be5a88dd","resolution":{"observed_at":"2026-08-06T20:46:05.329084Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+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":"2026-08-06T20:46:05.299684Z","title":"Recent Advances in Machine Learning for Building Envelopes: From Prediction to Optimization","venue":null,"work_id":"a8ba40e1-5b37-40df-9f6b-2a9000c4e588","year":null},"citing_paper":{"arxiv_id":"2507.01776","last_updated":"2025-07-02T15:01:51Z","snapshot_observed_at":"2026-08-06T20:40:42.004100Z","submitted_at":"2025-07-02T15:01:51Z","title":"Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts","version":1},"reference_index":27,"source":"pdf_text","source_observed_at":"2026-08-06T20:46:03.837328Z"},"links":{"citing_paper":"/paper/2507.01776"},"observation_digest":"sha256:45eb879e0dd3cc13b75cf08d68da58e8f4f6043c42c8826dfbe9f4ceae6f89b0","observation_id":"ef0d97ef-1c7f-47db-bf59-05a0041d2075","resolution":{"observed_at":"2026-08-06T20:46:05.310851Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+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":"2026-08-06T20:46:05.272506Z","title":"Towards Task Sampler Learning for Meta-Learning","venue":null,"work_id":"89020860-aa9c-4a70-937d-d816c706dd41","year":2024},"citing_paper":{"arxiv_id":"2507.01776","last_updated":"2025-07-02T15:01:51Z","snapshot_observed_at":"2026-08-06T20:40:42.004100Z","submitted_at":"2025-07-02T15:01:51Z","title":"Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts","version":1},"reference_index":28,"source":"pdf_text","source_observed_at":"2026-08-06T20:46:03.842668Z"},"links":{"citing_paper":"/paper/2507.01776"},"observation_digest":"sha256:36b22b9f0a5f8f56d28bb074b1f31339e711a41c9c0030aebc2e90d05164c8d1","observation_id":"7d572445-7d16-402a-93cd-c58de641465a","resolution":{"observed_at":"2026-08-06T20:46:05.279445Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+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":"2026-08-06T20:46:05.248734Z","title":"Machine Learning Algorithms for Improved Product Design User Experience","venue":null,"work_id":"445a22e1-91b3-4e33-b421-31885888c3cf","year":2024},"citing_paper":{"arxiv_id":"2507.01776","last_updated":"2025-07-02T15:01:51Z","snapshot_observed_at":"2026-08-06T20:40:42.004100Z","submitted_at":"2025-07-02T15:01:51Z","title":"Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts","version":1},"reference_index":29,"source":"pdf_text","source_observed_at":"2026-08-06T20:46:03.848517Z"},"links":{"citing_paper":"/paper/2507.01776"},"observation_digest":"sha256:349d7c75fa7f5f500e73160cf7d8cb23e365004a1e0e63a0ad031106110d61b3","observation_id":"25bf2e7b-4757-46d6-ba34-1383f0078853","resolution":{"observed_at":"2026-08-06T20:46:05.254558Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+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":"2026-08-06T20:46:05.227296Z","title":"Study on the method of humanized design","venue":null,"work_id":"b977504c-e2c9-4a04-b201-a99e5cc1ecb8","year":2011},"citing_paper":{"arxiv_id":"2507.01776","last_updated":"2025-07-02T15:01:51Z","snapshot_observed_at":"2026-08-06T20:40:42.004100Z","submitted_at":"2025-07-02T15:01:51Z","title":"Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts","version":1},"reference_index":30,"source":"pdf_text","source_observed_at":"2026-08-06T20:46:03.853919Z"},"links":{"citing_paper":"/paper/2507.01776"},"observation_digest":"sha256:4c6e75153860c6a76ce0065ce8801c3103575ed603a6a3cb39f0f070cfe5b220","observation_id":"ca10a33a-7f61-49f3-a317-950c1229fe27","resolution":{"observed_at":"2026-08-06T20:46:05.234096Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+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":"2026-08-06T20:46:05.198400Z","title":"Aesthetic measure applied to color harmony.Journal of the Optical Society of America 1944, 34, 234–242","venue":null,"work_id":"1cbc7e3b-7fc2-4976-bb7d-61bc171b5ecd","year":1944},"citing_paper":{"arxiv_id":"2507.01776","last_updated":"2025-07-02T15:01:51Z","snapshot_observed_at":"2026-08-06T20:40:42.004100Z","submitted_at":"2025-07-02T15:01:51Z","title":"Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts","version":1},"reference_index":31,"source":"pdf_text","source_observed_at":"2026-08-06T20:46:03.858561Z"},"links":{"citing_paper":"/paper/2507.01776"},"observation_digest":"sha256:72bb9f20e9c69af85d43ba8735158232ca7568e00b2c55285b859548f964c914","observation_id":"392b67fb-3007-421e-9237-1e00d83ccade","resolution":{"observed_at":"2026-08-06T20:46:05.213573Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+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":"2026-08-06T20:46:05.168385Z","title":"Aesthetic response to color combinations: preference, harmony, and similarity","venue":null,"work_id":"0887dde2-aae6-4788-8cb3-c389b891935f","year":2011},"citing_paper":{"arxiv_id":"2507.01776","last_updated":"2025-07-02T15:01:51Z","snapshot_observed_at":"2026-08-06T20:40:42.004100Z","submitted_at":"2025-07-02T15:01:51Z","title":"Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts","version":1},"reference_index":32,"source":"pdf_text","source_observed_at":"2026-08-06T20:46:03.863440Z"},"links":{"citing_paper":"/paper/2507.01776"},"observation_digest":"sha256:5046ee9bc71e5b1d7d1637039bf4daa02d6ace94c0075a9b15fdcefbb669065a","observation_id":"26d29d18-3b70-4757-87a9-e7461cdab617","resolution":{"observed_at":"2026-08-06T20:46:05.178037Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+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":"2026-08-06T20:46:05.138887Z","title":"The Space of Fiction: on the cultural relevance of architecture","venue":null,"work_id":"6f4f9cd6-a702-42bb-8829-d4a0312bd5f6","year":2012},"citing_paper":{"arxiv_id":"2507.01776","last_updated":"2025-07-02T15:01:51Z","snapshot_observed_at":"2026-08-06T20:40:42.004100Z","submitted_at":"2025-07-02T15:01:51Z","title":"Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts","version":1},"reference_index":33,"source":"pdf_text","source_observed_at":"2026-08-06T20:46:03.868302Z"},"links":{"citing_paper":"/paper/2507.01776"},"observation_digest":"sha256:e34c1f79a09695d88ea3122a33e9d90527a3ef3ffcc9957d77148d4f23efb6ca","observation_id":"0aa4e64e-1879-4ec4-993e-f4dc9771384e","resolution":{"observed_at":"2026-08-06T20:46:05.145829Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+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":"2026-08-06T20:46:05.113396Z","title":"Health and comfort oriented automatic generative design and optimization of residence space layout: an integrated data-driven and knowledge-based approach","venue":null,"work_id":"ca0ef4e3-ffab-4f1f-91f3-6ab46dd96d9f","year":2024},"citing_paper":{"arxiv_id":"2507.01776","last_updated":"2025-07-02T15:01:51Z","snapshot_observed_at":"2026-08-06T20:40:42.004100Z","submitted_at":"2025-07-02T15:01:51Z","title":"Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts","version":1},"reference_index":34,"source":"pdf_text","source_observed_at":"2026-08-06T20:46:03.873733Z"},"links":{"citing_paper":"/paper/2507.01776"},"observation_digest":"sha256:f5d93c45985ec478568a9a7572578b88394fdecf3cdad8b5a31f7d879784fc6d","observation_id":"8fba1446-9a9c-41e8-a7cf-e985f6836025","resolution":{"observed_at":"2026-08-06T20:46:05.121992Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+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":"2026-08-06T20:46:05.074440Z","title":"Emotion design, emotional design, emotionalize design: A review on their relationships from a new perspective","venue":null,"work_id":"3d4afd79-cd8a-44de-bc7d-45a6e5cfcf90","year":2012},"citing_paper":{"arxiv_id":"2507.01776","last_updated":"2025-07-02T15:01:51Z","snapshot_observed_at":"2026-08-06T20:40:42.004100Z","submitted_at":"2025-07-02T15:01:51Z","title":"Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts","version":1},"reference_index":35,"source":"pdf_text","source_observed_at":"2026-08-06T20:46:03.878356Z"},"links":{"citing_paper":"/paper/2507.01776"},"observation_digest":"sha256:c2f152ffc6374811cff8cc9edb6bce213392af4d81aaf553eea6079b4b4da478","observation_id":"a0be22b9-3ca4-4e67-bae5-9259d13cd946","resolution":{"observed_at":"2026-08-06T20:46:05.090780Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+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":"2026-08-06T20:46:05.044065Z","title":"Metaheuristic machine learning for optimizing sustainable interior design: enhancing aesthetic and functional rehabilitation in housing projects","venue":null,"work_id":"ece63335-e896-4b16-8ceb-e3b53c588bc6","year":2025},"citing_paper":{"arxiv_id":"2507.01776","last_updated":"2025-07-02T15:01:51Z","snapshot_observed_at":"2026-08-06T20:40:42.004100Z","submitted_at":"2025-07-02T15:01:51Z","title":"Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts","version":1},"reference_index":36,"source":"pdf_text","source_observed_at":"2026-08-06T20:46:03.883659Z"},"links":{"citing_paper":"/paper/2507.01776"},"observation_digest":"sha256:2c9226489a7aa327fec8330caea8e0ec9c5f4c7b7a66a51c98ddc73eeab511b0","observation_id":"823992d9-25bf-4fa8-b4aa-760fa7b0827d","resolution":{"observed_at":"2026-08-06T20:46:05.052466Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+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":"2026-08-06T20:46:05.015635Z","title":"Facilities Layout in Uncertainty Demand and Environmental Requirements by Machine Learning Approach","venue":null,"work_id":"ecfab554-d38c-4cc6-833c-7c1982034322","year":2024},"citing_paper":{"arxiv_id":"2507.01776","last_updated":"2025-07-02T15:01:51Z","snapshot_observed_at":"2026-08-06T20:40:42.004100Z","submitted_at":"2025-07-02T15:01:51Z","title":"Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts","version":1},"reference_index":37,"source":"pdf_text","source_observed_at":"2026-08-06T20:46:03.889105Z"},"links":{"citing_paper":"/paper/2507.01776"},"observation_digest":"sha256:49d495140e76b23937b177d6ac783604fef3174a8083a1d57a7340acad7b4f9d","observation_id":"ef651b9c-3a01-4296-b378-b871a5ee83d9","resolution":{"observed_at":"2026-08-06T20:46:05.022150Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+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":"2026-08-06T20:46:04.991582Z","title":"Machine learning-driven sustainable urban design: transforming Singapore’s landscape with vertical greenery","venue":null,"work_id":"30160156-7f7c-4fcb-9932-1ce8dbd95b6a","year":2024},"citing_paper":{"arxiv_id":"2507.01776","last_updated":"2025-07-02T15:01:51Z","snapshot_observed_at":"2026-08-06T20:40:42.004100Z","submitted_at":"2025-07-02T15:01:51Z","title":"Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts","version":1},"reference_index":38,"source":"pdf_text","source_observed_at":"2026-08-06T20:46:03.893878Z"},"links":{"citing_paper":"/paper/2507.01776"},"observation_digest":"sha256:053d9ceea9fff72b5f86d536e08d74c37291a46f12e45b0b65d10fe5a8883316","observation_id":"c5f1e89a-5f3b-4c2d-b300-105ea39ed48d","resolution":{"observed_at":"2026-08-06T20:46:04.997728Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+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":"2026-08-06T20:46:04.971591Z","title":"Predicting occupant energy consumption in different indoor layout configurations using a hybrid agent-based modeling and machine learning approach","venue":null,"work_id":"91c780a7-9c31-40b6-b3aa-fc91470200cc","year":2025},"citing_paper":{"arxiv_id":"2507.01776","last_updated":"2025-07-02T15:01:51Z","snapshot_observed_at":"2026-08-06T20:40:42.004100Z","submitted_at":"2025-07-02T15:01:51Z","title":"Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts","version":1},"reference_index":39,"source":"pdf_text","source_observed_at":"2026-08-06T20:46:03.898914Z"},"links":{"citing_paper":"/paper/2507.01776"},"observation_digest":"sha256:883d4ad26af37dba6a4698b69f25712a242940bc90066d8bb26587d52ad682b4","observation_id":"b65fb79b-ab2b-4d0d-b5fb-4b6fc2c53de1","resolution":{"observed_at":"2026-08-06T20:46:04.976869Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+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":"2026-08-06T20:46:04.949402Z","title":"Machine learning-based design concept evaluation","venue":null,"work_id":"e5885b59-5498-4b0e-a306-93e75377f489","year":2020},"citing_paper":{"arxiv_id":"2507.01776","last_updated":"2025-07-02T15:01:51Z","snapshot_observed_at":"2026-08-06T20:40:42.004100Z","submitted_at":"2025-07-02T15:01:51Z","title":"Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts","version":1},"reference_index":40,"source":"pdf_text","source_observed_at":"2026-08-06T20:46:03.903440Z"},"links":{"citing_paper":"/paper/2507.01776"},"observation_digest":"sha256:bc98d25568904ba9182caa4ce64ab3ad246ed566332f7534e328dc1139754f8e","observation_id":"c0a1b4b7-3efc-4465-a0dc-beb8212ce1bd","resolution":{"observed_at":"2026-08-06T20:46:04.957992Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+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":"2026-08-06T20:46:04.927769Z","title":"A review of recent deep learning approaches in human-centered machine learning","venue":null,"work_id":"b7cd9c2a-6dac-4329-a4cb-fbf08e5fe899","year":2021},"citing_paper":{"arxiv_id":"2507.01776","last_updated":"2025-07-02T15:01:51Z","snapshot_observed_at":"2026-08-06T20:40:42.004100Z","submitted_at":"2025-07-02T15:01:51Z","title":"Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts","version":1},"reference_index":41,"source":"pdf_text","source_observed_at":"2026-08-06T20:46:03.908029Z"},"links":{"citing_paper":"/paper/2507.01776"},"observation_digest":"sha256:6a35619944da39604bdb7d69130356757857aa135b5ab233139331b34678605e","observation_id":"7450be81-f101-4ae0-95f8-5c6cc323a194","resolution":{"observed_at":"2026-08-06T20:46:04.933716Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+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":"2026-08-06T20:46:04.909485Z","title":"Developing a toolkit for prototyping machine learning-empowered products: the design and evaluation of ML-rapid","venue":null,"work_id":"cbc7f8fb-b1db-4534-a4f6-dd64111091c0","year":2020},"citing_paper":{"arxiv_id":"2507.01776","last_updated":"2025-07-02T15:01:51Z","snapshot_observed_at":"2026-08-06T20:40:42.004100Z","submitted_at":"2025-07-02T15:01:51Z","title":"Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts","version":1},"reference_index":42,"source":"pdf_text","source_observed_at":"2026-08-06T20:46:03.913220Z"},"links":{"citing_paper":"/paper/2507.01776"},"observation_digest":"sha256:e8e0ba61a6046baa2c07775205f5021842570cafb5a4efb2edc819bcde557d78","observation_id":"f8440bbc-7c15-4746-8aad-6b5503981521","resolution":{"observed_at":"2026-08-06T20:46:04.914616Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+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":"2026-08-06T20:46:04.891433Z","title":"Product design award prediction modeling: Design visual aesthetic quality assessment via DCNNs","venue":null,"work_id":"dc966706-eb28-47d1-931d-1e74c15fbb89","year":2020},"citing_paper":{"arxiv_id":"2507.01776","last_updated":"2025-07-02T15:01:51Z","snapshot_observed_at":"2026-08-06T20:40:42.004100Z","submitted_at":"2025-07-02T15:01:51Z","title":"Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts","version":1},"reference_index":43,"source":"pdf_text","source_observed_at":"2026-08-06T20:46:03.918978Z"},"links":{"citing_paper":"/paper/2507.01776"},"observation_digest":"sha256:86cb4f7cc63e370837e4190ca47c13524f655f0a4e3d0973a45e2194d5a529d0","observation_id":"b67437c3-2b0d-44ce-96fe-76a23dcd7199","resolution":{"observed_at":"2026-08-06T20:46:04.896485Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+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":"2026-08-06T20:46:04.872105Z","title":"Research on understanding the effect of deep learning on user preferences","venue":null,"work_id":"2237c3a7-18df-44f7-8275-e4012d20c667","year":2021},"citing_paper":{"arxiv_id":"2507.01776","last_updated":"2025-07-02T15:01:51Z","snapshot_observed_at":"2026-08-06T20:40:42.004100Z","submitted_at":"2025-07-02T15:01:51Z","title":"Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts","version":1},"reference_index":44,"source":"pdf_text","source_observed_at":"2026-08-06T20:46:03.923642Z"},"links":{"citing_paper":"/paper/2507.01776"},"observation_digest":"sha256:63204c364bfd246432219b796dd79ab85de90d9de5cedb2221178fdf69a9066c","observation_id":"294fa836-4de9-455c-a038-25e54b8572bc","resolution":{"observed_at":"2026-08-06T20:46:04.878506Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+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":"2026-08-06T20:46:04.852260Z","title":"A survey of collaborative reinforcement learning: interactive methods and design patterns","venue":null,"work_id":"414b8db0-85e9-4700-94dc-c1b015bfd37b","year":2021},"citing_paper":{"arxiv_id":"2507.01776","last_updated":"2025-07-02T15:01:51Z","snapshot_observed_at":"2026-08-06T20:40:42.004100Z","submitted_at":"2025-07-02T15:01:51Z","title":"Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts","version":1},"reference_index":45,"source":"pdf_text","source_observed_at":"2026-08-06T20:46:03.928375Z"},"links":{"citing_paper":"/paper/2507.01776"},"observation_digest":"sha256:1ada9624c117d6765b8d7745d233423add21ed9e6a15310fb79d7019a5b2cef3","observation_id":"822e848a-85b4-4afa-a34f-62e8007086b3","resolution":{"observed_at":"2026-08-06T20:46:04.858560Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+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":"2026-08-06T20:46:04.831595Z","title":"Design considerations for real-time collaboration with creative artificial intelligence","venue":null,"work_id":"a7f89671-a793-4431-99d5-4b6d460fdd54","year":2020},"citing_paper":{"arxiv_id":"2507.01776","last_updated":"2025-07-02T15:01:51Z","snapshot_observed_at":"2026-08-06T20:40:42.004100Z","submitted_at":"2025-07-02T15:01:51Z","title":"Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts","version":1},"reference_index":46,"source":"pdf_text","source_observed_at":"2026-08-06T20:46:03.932825Z"},"links":{"citing_paper":"/paper/2507.01776"},"observation_digest":"sha256:98c09bfdfe514227dc898319f72df6883959bcded5802f1bb2b35e3ef1b30f7b","observation_id":"13af1471-dc37-4355-9127-735f476f8f00","resolution":{"observed_at":"2026-08-06T20:46:04.839389Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+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":"2026-08-06T20:46:04.811780Z","title":"The culture of design 2013","venue":null,"work_id":"6a011233-dc77-440d-a700-ec3685d0833d","year":2013},"citing_paper":{"arxiv_id":"2507.01776","last_updated":"2025-07-02T15:01:51Z","snapshot_observed_at":"2026-08-06T20:40:42.004100Z","submitted_at":"2025-07-02T15:01:51Z","title":"Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts","version":1},"reference_index":47,"source":"pdf_text","source_observed_at":"2026-08-06T20:46:03.937432Z"},"links":{"citing_paper":"/paper/2507.01776"},"observation_digest":"sha256:7136248a3acf1b80ab14246a82f77cdbe62ea82fc310f15f4676c7b5f36f018a","observation_id":"7a7532cd-38c5-4b65-a748-6ae42d93adbd","resolution":{"observed_at":"2026-08-06T20:46:04.818058Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+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":"2026-08-06T20:46:04.794980Z","title":"Flatpack ML: How to support designers in creating a new generation of customizable machine learning applications","venue":null,"work_id":"221403f7-d9e9-48af-a046-81f6e9531d28","year":2020},"citing_paper":{"arxiv_id":"2507.01776","last_updated":"2025-07-02T15:01:51Z","snapshot_observed_at":"2026-08-06T20:40:42.004100Z","submitted_at":"2025-07-02T15:01:51Z","title":"Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts","version":1},"reference_index":48,"source":"pdf_text","source_observed_at":"2026-08-06T20:46:03.942224Z"},"links":{"citing_paper":"/paper/2507.01776"},"observation_digest":"sha256:41756f43d0181a69eec4be777e45bbf693cf4be7557b249dfecaf0d342d4243a","observation_id":"d845ec55-7780-4e9e-8264-da7a0d309de0","resolution":{"observed_at":"2026-08-06T20:46:04.800057Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+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":"2026-08-06T20:46:04.776302Z","title":"Paper2Wire: a case study of user-centred development of machine learning tools for UX designers","venue":null,"work_id":"4381f28b-26f5-492a-a6bc-57824186028c","year":2020},"citing_paper":{"arxiv_id":"2507.01776","last_updated":"2025-07-02T15:01:51Z","snapshot_observed_at":"2026-08-06T20:40:42.004100Z","submitted_at":"2025-07-02T15:01:51Z","title":"Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts","version":1},"reference_index":49,"source":"pdf_text","source_observed_at":"2026-08-06T20:46:03.946943Z"},"links":{"citing_paper":"/paper/2507.01776"},"observation_digest":"sha256:f4d7b399571b176484265cae61b36c7ff11fba3a7b073fd456ca91eaf16872cc","observation_id":"c1cec3cc-84a1-4d2a-8da6-0396c6ad4202","resolution":{"observed_at":"2026-08-06T20:46:04.783577Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+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":"2026-08-06T20:46:04.757550Z","title":"Generative AI for Secure User Interface (UI) Design","venue":null,"work_id":"7395fe78-4b37-44f2-95e5-2524d7b51123","year":2025},"citing_paper":{"arxiv_id":"2507.01776","last_updated":"2025-07-02T15:01:51Z","snapshot_observed_at":"2026-08-06T20:40:42.004100Z","submitted_at":"2025-07-02T15:01:51Z","title":"Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts","version":1},"reference_index":50,"source":"pdf_text","source_observed_at":"2026-08-06T20:46:03.951557Z"},"links":{"citing_paper":"/paper/2507.01776"},"observation_digest":"sha256:c7ea1d15439b8c50a4380a68cfb27c8a7a7dc11c68475faad75a02933a070a38","observation_id":"1420be2d-e509-4bdc-b3b5-57c794646ad5","resolution":{"observed_at":"2026-08-06T20:46:04.762970Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+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":"2026-08-06T20:46:04.739709Z","title":"Artificial aesthetic: exploring the convergence of creativity, artificial intelligence, and human expression in art","venue":null,"work_id":"5a6d1faa-56a9-4b2d-b936-5e2e5d924a76","year":2024},"citing_paper":{"arxiv_id":"2507.01776","last_updated":"2025-07-02T15:01:51Z","snapshot_observed_at":"2026-08-06T20:40:42.004100Z","submitted_at":"2025-07-02T15:01:51Z","title":"Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts","version":1},"reference_index":51,"source":"pdf_text","source_observed_at":"2026-08-06T20:46:03.956164Z"},"links":{"citing_paper":"/paper/2507.01776"},"observation_digest":"sha256:ab5098052cf63c6ef01f409e5ac2d383136c308af2af2a0e5639ecacd30d18c6","observation_id":"059f6b20-4081-4c28-a541-3a28857ee345","resolution":{"observed_at":"2026-08-06T20:46:04.744572Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+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":"2026-08-06T20:46:04.719069Z","title":"Artificial intelligence and smart vision for building and construction 4.0: Machine and deep learning methods and applications","venue":null,"work_id":"9f03fa15-de0f-4fea-8939-306bcf8944eb","year":2022},"citing_paper":{"arxiv_id":"2507.01776","last_updated":"2025-07-02T15:01:51Z","snapshot_observed_at":"2026-08-06T20:40:42.004100Z","submitted_at":"2025-07-02T15:01:51Z","title":"Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts","version":1},"reference_index":52,"source":"pdf_text","source_observed_at":"2026-08-06T20:46:03.960908Z"},"links":{"citing_paper":"/paper/2507.01776"},"observation_digest":"sha256:da32330fdf806bfe8a4482bcbed31e6cc66fe7fcc1de4635f6dd1c3599209755","observation_id":"5046ece7-6dbe-4db3-a894-0ac040103790","resolution":{"observed_at":"2026-08-06T20:46:04.724190Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+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":"2026-08-06T20:46:04.696815Z","title":"Product decision-making information systems, real-time big data analytics, and deep learning-enabled smart process planning in sustainable industry 4.0","venue":null,"work_id":"87df792b-1fa8-47e2-ad03-e02dab8e84a9","year":2020},"citing_paper":{"arxiv_id":"2507.01776","last_updated":"2025-07-02T15:01:51Z","snapshot_observed_at":"2026-08-06T20:40:42.004100Z","submitted_at":"2025-07-02T15:01:51Z","title":"Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts","version":1},"reference_index":53,"source":"pdf_text","source_observed_at":"2026-08-06T20:46:03.965422Z"},"links":{"citing_paper":"/paper/2507.01776"},"observation_digest":"sha256:4443c63b26f030626c41e3c97644930d61464016be8cefb9dd2c2d0e8fd692e1","observation_id":"c4c1abf0-6121-494c-ab3d-e407d80593d7","resolution":{"observed_at":"2026-08-06T20:46:04.703752Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+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":"2026-08-06T20:46:04.674452Z","title":"Technologies for enhancing collocated social interaction: review of design solutions and approaches","venue":null,"work_id":"8ab9d570-ed8d-45c0-a5e7-cbb76fb49547","year":2020},"citing_paper":{"arxiv_id":"2507.01776","last_updated":"2025-07-02T15:01:51Z","snapshot_observed_at":"2026-08-06T20:40:42.004100Z","submitted_at":"2025-07-02T15:01:51Z","title":"Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts","version":1},"reference_index":54,"source":"pdf_text","source_observed_at":"2026-08-06T20:46:03.970172Z"},"links":{"citing_paper":"/paper/2507.01776"},"observation_digest":"sha256:fb5b06ef1d780c57e56e3b123fe492400e531d41d343ee8559e7f3a99018dec8","observation_id":"0a26f47a-7153-40e2-b59e-152c27fc2332","resolution":{"observed_at":"2026-08-06T20:46:04.681236Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+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":"2026-08-06T20:46:04.653702Z","title":"Furthering the Flexibility of Space Through Parametric Design","venue":null,"work_id":"48b4377b-dab8-46a7-83a6-72a35e2f716e","year":2022},"citing_paper":{"arxiv_id":"2507.01776","last_updated":"2025-07-02T15:01:51Z","snapshot_observed_at":"2026-08-06T20:40:42.004100Z","submitted_at":"2025-07-02T15:01:51Z","title":"Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts","version":1},"reference_index":55,"source":"pdf_text","source_observed_at":"2026-08-06T20:46:03.974684Z"},"links":{"citing_paper":"/paper/2507.01776"},"observation_digest":"sha256:0997749464187d9e61119c5f683b9d1a52364139a1c77708ab95ec01c6cd0da7","observation_id":"782bcf36-9c56-469e-9532-25320b026145","resolution":{"observed_at":"2026-08-06T20:46:04.660017Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+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":"2026-08-06T20:46:04.630651Z","title":"Sapien: A simulated part-based interactive environment","venue":null,"work_id":"838784b3-e4db-4f07-9b6c-dea86970ab60","year":2020},"citing_paper":{"arxiv_id":"2507.01776","last_updated":"2025-07-02T15:01:51Z","snapshot_observed_at":"2026-08-06T20:40:42.004100Z","submitted_at":"2025-07-02T15:01:51Z","title":"Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts","version":1},"reference_index":56,"source":"pdf_text","source_observed_at":"2026-08-06T20:46:03.979714Z"},"links":{"citing_paper":"/paper/2507.01776"},"observation_digest":"sha256:e9b2196a167bc8a34f1e0a5b8b26e1c0148e909db98f73fc730342b61611239c","observation_id":"75578ea4-cd10-4324-89a3-3cb8076d833f","resolution":{"observed_at":"2026-08-06T20:46:04.638837Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+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":"2026-08-06T20:46:04.607244Z","title":"Challenges in evaluating interactive visual machine learning systems","venue":null,"work_id":"b694dabc-d50e-49d1-a797-b8c588179a7d","year":2020},"citing_paper":{"arxiv_id":"2507.01776","last_updated":"2025-07-02T15:01:51Z","snapshot_observed_at":"2026-08-06T20:40:42.004100Z","submitted_at":"2025-07-02T15:01:51Z","title":"Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts","version":1},"reference_index":57,"source":"pdf_text","source_observed_at":"2026-08-06T20:46:03.984481Z"},"links":{"citing_paper":"/paper/2507.01776"},"observation_digest":"sha256:6625e9ab49db2f3ed44bbadec34793983bb517eefe7320a4eab26e49fa7e3738","observation_id":"44f55e1c-e51f-4873-a080-85145a87e17f","resolution":{"observed_at":"2026-08-06T20:46:04.613728Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+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":"2026-08-06T20:46:04.579071Z","title":"Practices of ethnographic research: Introduction to the special issue, 2021","venue":null,"work_id":"556cc13d-7386-4425-9af5-cde2db3813d4","year":2021},"citing_paper":{"arxiv_id":"2507.01776","last_updated":"2025-07-02T15:01:51Z","snapshot_observed_at":"2026-08-06T20:40:42.004100Z","submitted_at":"2025-07-02T15:01:51Z","title":"Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts","version":1},"reference_index":58,"source":"pdf_text","source_observed_at":"2026-08-06T20:46:03.990204Z"},"links":{"citing_paper":"/paper/2507.01776"},"observation_digest":"sha256:80fc83e4358aaa29ec2d3e9fcb63b5f9b119cd40a36298731079b83cf9723c70","observation_id":"d00dd9bd-d3d0-43b5-8211-b5383f1b92aa","resolution":{"observed_at":"2026-08-06T20:46:04.587483Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+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":"2026-08-06T20:46:04.553341Z","title":"Where’s the database in digital ethnography? Exploring database ethnography for open data research","venue":null,"work_id":"36829ae4-2264-48f9-aad9-656066f2e6ca","year":2020},"citing_paper":{"arxiv_id":"2507.01776","last_updated":"2025-07-02T15:01:51Z","snapshot_observed_at":"2026-08-06T20:40:42.004100Z","submitted_at":"2025-07-02T15:01:51Z","title":"Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts","version":1},"reference_index":59,"source":"pdf_text","source_observed_at":"2026-08-06T20:46:03.994798Z"},"links":{"citing_paper":"/paper/2507.01776"},"observation_digest":"sha256:33e2ddbd69153424c306f4055a6326a5f952b1ce3959d74646653db99c7483f1","observation_id":"3c58e93d-6501-4fcc-95d9-f8aec2bd1229","resolution":{"observed_at":"2026-08-06T20:46:04.561913Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+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":"2026-08-06T20:46:04.528652Z","title":"Senses of place: architectural design for the multisensory mind","venue":null,"work_id":"887a76bf-17ea-432a-9893-43ff02e86477","year":2020},"citing_paper":{"arxiv_id":"2507.01776","last_updated":"2025-07-02T15:01:51Z","snapshot_observed_at":"2026-08-06T20:40:42.004100Z","submitted_at":"2025-07-02T15:01:51Z","title":"Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts","version":1},"reference_index":60,"source":"pdf_text","source_observed_at":"2026-08-06T20:46:03.999627Z"},"links":{"citing_paper":"/paper/2507.01776"},"observation_digest":"sha256:99a9e570275de7cabd1f4735da751e39aa3288741ff14eaedf2dcf0a342052bc","observation_id":"a11ab0ec-1dc3-4e96-89ce-d5178be0f939","resolution":{"observed_at":"2026-08-06T20:46:04.533412Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+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":"2026-08-06T20:46:04.508391Z","title":"Making homes: Ethnography and design ; Routledge, 2020","venue":null,"work_id":"f3495189-0142-45ea-b9ae-e55f8774a089","year":2020},"citing_paper":{"arxiv_id":"2507.01776","last_updated":"2025-07-02T15:01:51Z","snapshot_observed_at":"2026-08-06T20:40:42.004100Z","submitted_at":"2025-07-02T15:01:51Z","title":"Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts","version":1},"reference_index":61,"source":"pdf_text","source_observed_at":"2026-08-06T20:46:04.004613Z"},"links":{"citing_paper":"/paper/2507.01776"},"observation_digest":"sha256:19caaf6580c4f1f88e2adb531a219f45bb1be30ba71dd5fc3031ad0c906ca5d6","observation_id":"00dec582-15c1-4987-9ad1-c5667122e22f","resolution":{"observed_at":"2026-08-06T20:46:04.517237Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+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":"2026-08-06T20:46:04.487454Z","title":"Cross-cultural design.Handbook of human factors and ergonomics 2021, pp","venue":null,"work_id":"9071b861-0ebb-4b01-a234-b100071da892","year":2021},"citing_paper":{"arxiv_id":"2507.01776","last_updated":"2025-07-02T15:01:51Z","snapshot_observed_at":"2026-08-06T20:40:42.004100Z","submitted_at":"2025-07-02T15:01:51Z","title":"Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts","version":1},"reference_index":62,"source":"pdf_text","source_observed_at":"2026-08-06T20:46:04.010807Z"},"links":{"citing_paper":"/paper/2507.01776"},"observation_digest":"sha256:2a3e3a025e1365554957dfb6366106ad2b04ca5ade751840300ac78fe0082e2e","observation_id":"a7ce9a4d-328e-48e1-a0ef-ccd69ebc273a","resolution":{"observed_at":"2026-08-06T20:46:04.497103Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+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":"2026-08-06T20:46:04.464955Z","title":"The impact of the cultural beliefs on forming and designing spatial organizations, spaces hierarchy, and privacy of detached houses and apartments in Jordan","venue":null,"work_id":"44386de2-57f2-4898-bc5c-07edc41d930e","year":2021},"citing_paper":{"arxiv_id":"2507.01776","last_updated":"2025-07-02T15:01:51Z","snapshot_observed_at":"2026-08-06T20:40:42.004100Z","submitted_at":"2025-07-02T15:01:51Z","title":"Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts","version":1},"reference_index":63,"source":"pdf_text","source_observed_at":"2026-08-06T20:46:04.015271Z"},"links":{"citing_paper":"/paper/2507.01776"},"observation_digest":"sha256:71e0867c4301fb7b5fc15d831ce1290afac119aa5dece5350a174465c00ba358","observation_id":"3d539a61-67a7-4829-abfb-79293edf6aa2","resolution":{"observed_at":"2026-08-06T20:46:04.470904Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+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":"2026-08-06T20:46:04.445084Z","title":"The application of human-centered design approaches in health research and innovation: a narrative review of current practices","venue":null,"work_id":"fd77b816-ef9f-4903-9bd4-16344af33600","year":2021},"citing_paper":{"arxiv_id":"2507.01776","last_updated":"2025-07-02T15:01:51Z","snapshot_observed_at":"2026-08-06T20:40:42.004100Z","submitted_at":"2025-07-02T15:01:51Z","title":"Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts","version":1},"reference_index":64,"source":"pdf_text","source_observed_at":"2026-08-06T20:46:04.019892Z"},"links":{"citing_paper":"/paper/2507.01776"},"observation_digest":"sha256:a13eef36ff5389fa7bb64f19e9058d485c76945f36946926b4d9ce9022f141e3","observation_id":"12233740-d7c4-49dd-8825-60e24f961897","resolution":{"observed_at":"2026-08-06T20:46:04.450447Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+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":"2026-08-06T20:46:04.419670Z","title":"Design integration using Autodesk Revit 2024: architecture, structure and MEP ; SDC Publications, 2023","venue":null,"work_id":"11bc4e23-fe02-484f-80ee-0bd83e149f4a","year":2024},"citing_paper":{"arxiv_id":"2507.01776","last_updated":"2025-07-02T15:01:51Z","snapshot_observed_at":"2026-08-06T20:40:42.004100Z","submitted_at":"2025-07-02T15:01:51Z","title":"Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts","version":1},"reference_index":65,"source":"pdf_text","source_observed_at":"2026-08-06T20:46:04.024494Z"},"links":{"citing_paper":"/paper/2507.01776"},"observation_digest":"sha256:cc75512eb8cdd411176ea6a19e2692142e0c25290ba1e3af9e0d25755de54a58","observation_id":"5e7811e7-6f3b-47a6-9299-2be80e9f26c3","resolution":{"observed_at":"2026-08-06T20:46:04.428728Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+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":"2026-08-06T20:46:04.393600Z","title":"Review of BIM-based software in architectural design: graphisoft archicad VS autodesk revit","venue":null,"work_id":"ec170c6b-2384-4d79-9cb8-215feff2d61c","year":2022},"citing_paper":{"arxiv_id":"2507.01776","last_updated":"2025-07-02T15:01:51Z","snapshot_observed_at":"2026-08-06T20:40:42.004100Z","submitted_at":"2025-07-02T15:01:51Z","title":"Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts","version":1},"reference_index":66,"source":"pdf_text","source_observed_at":"2026-08-06T20:46:04.029703Z"},"links":{"citing_paper":"/paper/2507.01776"},"observation_digest":"sha256:bb30ea133d52cce288051a0c616a4aa4cf475c565487362919f7a889ad9055bf","observation_id":"2906f649-20ce-4bad-b36f-f83138258645","resolution":{"observed_at":"2026-08-06T20:46:04.400331Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+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":"2026-08-06T20:46:04.373746Z","title":"Learning locomotion skills for cassie: Iterative design and sim-to-real","venue":null,"work_id":"a141579c-fd10-4248-8563-75c58ea814b2","year":2020},"citing_paper":{"arxiv_id":"2507.01776","last_updated":"2025-07-02T15:01:51Z","snapshot_observed_at":"2026-08-06T20:40:42.004100Z","submitted_at":"2025-07-02T15:01:51Z","title":"Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts","version":1},"reference_index":67,"source":"pdf_text","source_observed_at":"2026-08-06T20:46:04.034582Z"},"links":{"citing_paper":"/paper/2507.01776"},"observation_digest":"sha256:0aa9f25330f76ba439a9e02aefa0516f65d9fa8843256c23d1500e91ea9b0b31","observation_id":"4549e72b-bdad-46d9-b106-dec05a5f4631","resolution":{"observed_at":"2026-08-06T20:46:04.380225Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+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":"2026-08-06T20:46:04.333454Z","title":"A machine learning-based iterative design approach to automate user satisfaction degree prediction in smart product-service system","venue":null,"work_id":"502694c6-afa7-4dd8-af77-784dee717f7c","year":2022},"citing_paper":{"arxiv_id":"2507.01776","last_updated":"2025-07-02T15:01:51Z","snapshot_observed_at":"2026-08-06T20:40:42.004100Z","submitted_at":"2025-07-02T15:01:51Z","title":"Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts","version":1},"reference_index":68,"source":"pdf_text","source_observed_at":"2026-08-06T20:46:04.039372Z"},"links":{"citing_paper":"/paper/2507.01776"},"observation_digest":"sha256:09700f927aa2b4712c55d1a5015bde740be139f99d2f1fb76c3a7dd8a9bf39ff","observation_id":"d022c87e-4f0a-478f-ba41-0eb3c95f7494","resolution":{"observed_at":"2026-08-06T20:46:04.349743Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+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":"2026-08-06T20:46:04.303249Z","title":"Iterative Design of an Immersive Analytics Environment Based on Frame of Reference","venue":null,"work_id":"15ea7a01-2e9a-4fa7-b953-eadc6219222c","year":2023},"citing_paper":{"arxiv_id":"2507.01776","last_updated":"2025-07-02T15:01:51Z","snapshot_observed_at":"2026-08-06T20:40:42.004100Z","submitted_at":"2025-07-02T15:01:51Z","title":"Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts","version":1},"reference_index":69,"source":"pdf_text","source_observed_at":"2026-08-06T20:46:04.044422Z"},"links":{"citing_paper":"/paper/2507.01776"},"observation_digest":"sha256:dcaa9f47a169bb588a1dc145fadcc79982bceb1c606bdcaf11f3e4e0c2383a8d","observation_id":"b99616df-3fe1-4208-914a-39174b80d4b9","resolution":{"observed_at":"2026-08-06T20:46:04.310878Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+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":"2026-08-06T20:46:04.276623Z","title":"AI and personalization","venue":null,"work_id":"e2b537a5-cbfb-4e92-9057-588c60a9744f","year":2023},"citing_paper":{"arxiv_id":"2507.01776","last_updated":"2025-07-02T15:01:51Z","snapshot_observed_at":"2026-08-06T20:40:42.004100Z","submitted_at":"2025-07-02T15:01:51Z","title":"Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts","version":1},"reference_index":70,"source":"pdf_text","source_observed_at":"2026-08-06T20:46:04.051357Z"},"links":{"citing_paper":"/paper/2507.01776"},"observation_digest":"sha256:937d7ee394195568c731b6fba6b5659d3fbd58442a4f7fc5e7204e52856cbb08","observation_id":"044338b0-92eb-404f-afab-5b7feee26abc","resolution":{"observed_at":"2026-08-06T20:46:04.282905Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+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":"2026-08-06T20:46:04.251751Z","title":"Search personalization using machine learning","venue":null,"work_id":"0a351de1-5d63-4e2e-9fd8-d15c1bf7fc40","year":2020},"citing_paper":{"arxiv_id":"2507.01776","last_updated":"2025-07-02T15:01:51Z","snapshot_observed_at":"2026-08-06T20:40:42.004100Z","submitted_at":"2025-07-02T15:01:51Z","title":"Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts","version":1},"reference_index":71,"source":"pdf_text","source_observed_at":"2026-08-06T20:46:04.057516Z"},"links":{"citing_paper":"/paper/2507.01776"},"observation_digest":"sha256:6846c14cc47f3d8c07236860c08a4b64034e285e189ff92435e42acf57d2102c","observation_id":"1ee63a5a-a849-4813-82ac-ecb618d7f869","resolution":{"observed_at":"2026-08-06T20:46:04.261551Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+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":"2026-08-06T20:46:04.227949Z","title":"Designing what’s news: An ethnography of a personalization algorithm and the data-driven (re) assembling of the news","venue":null,"work_id":"ca938926-85a1-427e-9802-a0c7685387aa","year":2023},"citing_paper":{"arxiv_id":"2507.01776","last_updated":"2025-07-02T15:01:51Z","snapshot_observed_at":"2026-08-06T20:40:42.004100Z","submitted_at":"2025-07-02T15:01:51Z","title":"Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts","version":1},"reference_index":72,"source":"pdf_text","source_observed_at":"2026-08-06T20:46:04.063328Z"},"links":{"citing_paper":"/paper/2507.01776"},"observation_digest":"sha256:85ab691fbcad48f72220140d6c2110e83055d26ef615ef836ba421dbd9e45449","observation_id":"868ff3b3-5a63-4542-a6cd-6f5e06343112","resolution":{"observed_at":"2026-08-06T20:46:04.234509Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}}],"paper":{"arxiv_id":"2507.01776","last_updated":"2025-07-02T15:01:51Z","latest_version":1,"primary_category":"cs.HC","snapshot_observed_at":"2026-08-06T20:40:42.004100Z","submitted_at":"2025-07-02T15:01:51Z","title":"Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts"},"reference_resolution":{"displayed":72,"state_counts":{"malformed_identifier":0,"metadata_mismatch":0,"parse_uncertain":0,"unresolved":1,"verified_exact":3,"verified_fuzzy":68},"total_outbound_references":72},"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":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"thesis":"As of 7 August 2026, this Paper Citation Record lists 72 of 72 outbound references and 0 inbound Pith citation observations for arXiv:2507.01776."}