{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,28]],"date-time":"2026-04-28T23:33:56Z","timestamp":1777419236359,"version":"3.51.4"},"publisher-location":"New York, NY, USA","reference-count":64,"publisher":"ACM","license":[{"start":{"date-parts":[[2024,5,11]],"date-time":"2024-05-11T00:00:00Z","timestamp":1715385600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.acm.org\/publications\/policies\/copyright_policy#Background"}],"content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":[],"published-print":{"date-parts":[[2024,5,11]]},"DOI":"10.1145\/3613904.3642812","type":"proceedings-article","created":{"date-parts":[[2024,5,11]],"date-time":"2024-05-11T08:39:12Z","timestamp":1715416752000},"page":"1-16","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":75,"title":["Understanding Nonlinear Collaboration between Human and AI Agents: A Co-design Framework for Creative Design"],"prefix":"10.1145","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-4669-4872","authenticated-orcid":false,"given":"Jiayi","family":"Zhou","sequence":"first","affiliation":[{"name":"Zhejiang University, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-6577-036X","authenticated-orcid":false,"given":"Renzhong","family":"Li","sequence":"additional","affiliation":[{"name":"State Key Lab of CAD&CG, Zhejiang University, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-3594-926X","authenticated-orcid":false,"given":"Junxiu","family":"Tang","sequence":"additional","affiliation":[{"name":"State Key Lab of CAD&CG, Zhejiang University, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-5260-3087","authenticated-orcid":false,"given":"Tan","family":"Tang","sequence":"additional","affiliation":[{"name":"Laboratory of Art And Archaeology Image, Zhejiang University, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-9547-3449","authenticated-orcid":false,"given":"Haotian","family":"Li","sequence":"additional","affiliation":[{"name":"Department of Computer Science and Engineering, The Hong Kong University of Science and Technology, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-0870-7628","authenticated-orcid":false,"given":"Weiwei","family":"Cui","sequence":"additional","affiliation":[{"name":"Microsoft Research Asia, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-1119-3237","authenticated-orcid":false,"given":"Yingcai","family":"Wu","sequence":"additional","affiliation":[{"name":"State Key Lab of CAD&CG, Zhejiang University, China"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"320","published-online":{"date-parts":[[2024,5,11]]},"reference":[{"key":"e_1_3_3_2_1_1","unstructured":"Adobe. 2024. Adobe Firefly \u2013 Generative AI for Everyone. https:\/\/www.adobe.com\/sensei\/generative-ai\/firefly.html"},{"key":"e_1_3_3_2_2_1","doi-asserted-by":"publisher","DOI":"10.1080\/07421222.2016.1172439"},{"key":"e_1_3_3_2_3_1","doi-asserted-by":"publisher","DOI":"10.1007\/s00766-016-0258-2"},{"key":"e_1_3_3_2_4_1","doi-asserted-by":"publisher","DOI":"10.1145\/3415167"},{"key":"e_1_3_3_2_5_1","doi-asserted-by":"publisher","DOI":"10.1023\/A:1008684120893"},{"key":"e_1_3_3_2_6_1","doi-asserted-by":"publisher","unstructured":"Daniel Buschek Lukas Mecke Florian Lehmann and Hai Dang. 2021. Nine potential pitfalls when designing human-ai co-creative systems. (2021). https:\/\/doi.org\/10.48550\/arXiv.2104.00358 arXiv:arXiv:2104.00358","DOI":"10.48550\/arXiv.2104.00358"},{"key":"e_1_3_3_2_7_1","doi-asserted-by":"publisher","DOI":"10.1145\/2531602.2531730"},{"key":"e_1_3_3_2_8_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.jcps.2014.08.002"},{"key":"e_1_3_3_2_9_1","doi-asserted-by":"publisher","DOI":"10.1145\/3172944.3172983"},{"key":"e_1_3_3_2_10_1","unstructured":"Design Council. 2024. Framework for Innovation - Design Council. https:\/\/www.designcouncil.org.uk\/our-resources\/framework-for-innovation\/. Last accessed on 02.05.2024."},{"key":"e_1_3_3_2_11_1","doi-asserted-by":"publisher","unstructured":"N. Dahlback A. J\u00f6nsson and L. Ahrenberg. 1993. Wizard of Oz studies\u2013why and how. Knowledge-based systems 6 4 (1993) 258\u2013266. https:\/\/doi.org\/10.1016\/0950-7051(93)90017-N","DOI":"10.1016\/0950-7051(93)90017-N"},{"key":"e_1_3_3_2_12_1","doi-asserted-by":"publisher","DOI":"10.1145\/2818048.2819984"},{"key":"e_1_3_3_2_13_1","doi-asserted-by":"publisher","DOI":"10.1109\/ISDFS.2018.8355322"},{"key":"e_1_3_3_2_14_1","doi-asserted-by":"publisher","DOI":"10.1145\/1011870.1011889"},{"key":"e_1_3_3_2_15_1","doi-asserted-by":"publisher","DOI":"10.2307\/356600"},{"key":"e_1_3_3_2_16_1","unstructured":"Scratch Foundation. 2022. Scratch - Imagine Program Share. https:\/\/en.scratch-wiki.info\/. Last accessed on 02.05.2024."},{"key":"e_1_3_3_2_17_1","doi-asserted-by":"publisher","DOI":"10.1016\/0885-2308(91)90019-M"},{"key":"e_1_3_3_2_18_1","doi-asserted-by":"publisher","DOI":"10.1145\/3290605.3300619"},{"key":"e_1_3_3_2_19_1","volume-title":"Design prototypes: a knowledge representation schema for design. AI magazine 11, 4","author":"Gero S","year":"1990","unstructured":"John\u00a0S Gero. 1990. Design prototypes: a knowledge representation schema for design. AI magazine 11, 4 (1990), 26\u201326."},{"key":"e_1_3_3_2_20_1","volume-title":"The situated function\u2013behaviour\u2013structure framework. Design studies 25, 4","author":"Gero S","year":"2004","unstructured":"John\u00a0S Gero and Udo Kannengiesser. 2004. The situated function\u2013behaviour\u2013structure framework. Design studies 25, 4 (2004), 373\u2013391."},{"key":"e_1_3_3_2_21_1","doi-asserted-by":"publisher","DOI":"10.1145\/2818052.2874356"},{"key":"e_1_3_3_2_22_1","volume-title":"Imagen: Text-to-Image Diffusion Models. https:\/\/imagen.research.google\/. Last accessed on 14.09.2023.","year":"2022","unstructured":"Google. 2022. Imagen: Text-to-Image Diffusion Models. https:\/\/imagen.research.google\/. Last accessed on 14.09.2023."},{"key":"e_1_3_3_2_23_1","volume-title":"Parti: Pathways Autoregressive Text-to-Image Model. https:\/\/parti.research.google\/. Last accessed on 14.09.2023.","year":"2022","unstructured":"Google. 2022. Parti: Pathways Autoregressive Text-to-Image Model. https:\/\/parti.research.google\/. Last accessed on 14.09.2023."},{"key":"e_1_3_3_2_24_1","doi-asserted-by":"publisher","DOI":"10.1109\/ROMAN.2004.1374824"},{"key":"e_1_3_3_2_25_1","unstructured":"The Dynamic\u00a0Medium Group. n.d.. Dynamicland. https:\/\/dynamicland.org\/. Last accessed on 02.05.2024."},{"key":"e_1_3_3_2_26_1","doi-asserted-by":"publisher","unstructured":"Matthew Guzdial and Mark Riedl. 2019. An interaction framework for studying co-creative ai. (2019). https:\/\/doi.org\/10.48550\/arXiv:1903.09709 arXiv:arXiv:1903.09709","DOI":"10.48550\/arXiv:1903.09709"},{"key":"e_1_3_3_2_27_1","volume-title":"DS 31: Proceedings of ICED 03, the 14th International Conference on Engineering Design. the Design Society","author":"Hatchuel Armand","year":"2003","unstructured":"Armand Hatchuel and Benoit Weil. 2003. A new approach of innovative Design: an introduction to CK theory.. In DS 31: Proceedings of ICED 03, the 14th International Conference on Engineering Design. the Design Society, Stockholm, Sweden, 109\u2013110."},{"key":"e_1_3_3_2_28_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.destud.2008.01.001"},{"key":"e_1_3_3_2_29_1","doi-asserted-by":"publisher","DOI":"10.1145\/1306813.1306822"},{"key":"e_1_3_3_2_30_1","volume-title":"Proceedings of the seventh international conference on computational creativity. 77\u201384","author":"Kantosalo Anna","year":"2016","unstructured":"Anna Kantosalo and Hannu Toivonen. 2016. Modes for creative human-computer collaboration: Alternating and task-divided co-creativity. In Proceedings of the seventh international conference on computational creativity. 77\u201384."},{"key":"e_1_3_3_2_31_1","doi-asserted-by":"publisher","unstructured":"Chinmay Kulkarni Stefania Druga Minsuk Chang Alex Fiannaca Carrie Cai and Michael Terry. 2023. A Word is Worth a Thousand Pictures: Prompts as AI Design Material. (2023). https:\/\/doi.org\/10.48550\/arXiv.2303.12647 arXiv:arXiv:2303.12647","DOI":"10.48550\/arXiv.2303.12647"},{"key":"e_1_3_3_2_32_1","doi-asserted-by":"publisher","unstructured":"Haotian Li Yun Wang Q\u00a0Vera Liao and Huamin Qu. 2023. Why is AI not a Panacea for Data Workers? An Interview Study on Human-AI Collaboration in Data Storytelling. (2023). https:\/\/doi.org\/10.48550\/arXiv.2304.08366 arXiv:arXiv:2304.08366","DOI":"10.48550\/arXiv.2304.08366"},{"key":"e_1_3_3_2_33_1","doi-asserted-by":"publisher","unstructured":"Haotian Li Yun Wang and Huamin Qu. 2023. Where Are We So Far? Understanding Data Storytelling Tools from the Perspective of Human-AI Collaboration. (2023). https:\/\/doi.org\/10.48550\/arXiv.2309.15723 arXiv:arXiv:2309.15723","DOI":"10.48550\/arXiv.2309.15723"},{"key":"e_1_3_3_2_34_1","volume-title":"Artificial Intelligence in Music, Sound, Art and Design","author":"Lopes Daniel","unstructured":"Daniel Lopes, Jo\u00e3o Correia, and Penousal Machado. 2022. EvoDesigner: Towards Aiding Creativity in Graphic Design. In Artificial Intelligence in Music, Sound, Art and Design. Springer, Cham, 162\u2013178."},{"key":"e_1_3_3_2_35_1","doi-asserted-by":"publisher","DOI":"10.1145\/3313831.3376739"},{"key":"e_1_3_3_2_36_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.ijhcs.2005.04.002"},{"key":"e_1_3_3_2_37_1","volume-title":"IFIP World Computer Congress, TC 13","author":"Maguire Martin","year":"2002","unstructured":"Martin Maguire and Nigel Bevan. 2002. User requirements analysis: a review of supporting methods. In IFIP World Computer Congress, TC 13. Springer, Boston, MA, 133\u2013148."},{"key":"e_1_3_3_2_38_1","volume-title":"Proceedings of the International Conference on Computational Creativity. Association for Computational Creativity","author":"Maher Mary\u00a0Lou","year":"2012","unstructured":"Mary\u00a0Lou Maher. 2012. Computational and collective creativity: Who\u2019s being creative?. In Proceedings of the International Conference on Computational Creativity. Association for Computational Creativity, J\u00f6nk\u00f6ping, Sweden, 67\u201371."},{"key":"e_1_3_3_2_39_1","doi-asserted-by":"publisher","DOI":"10.1145\/2531602.2531651"},{"key":"e_1_3_3_2_40_1","unstructured":"Microsoft. 2023. Microsoft 365 Copilot. https:\/\/www.microsoft.com\/en-us\/microsoft-365\/blog\/2023\/03\/16\/introducing-microsoft-365-copilot-a-whole-new-way-to-work\/. Last accessed on 14.09.2023."},{"key":"e_1_3_3_2_41_1","unstructured":"Midjourney. 2022. Midjourney. https:\/\/www.midjourney.com\/. Last accessed on 14.09.2023."},{"key":"e_1_3_3_2_42_1","doi-asserted-by":"publisher","DOI":"10.1037\/0033-2909.103.1.27"},{"key":"e_1_3_3_2_43_1","doi-asserted-by":"publisher","DOI":"10.17705\/1jais.00280"},{"key":"e_1_3_3_2_44_1","volume-title":"Proceedings of the International Conference on Computational Creativity. Association for Computational Creativity","author":"SANTIAGO","year":"2014","unstructured":"SANTIAGO NEGRETE\u00a0YANKELEVICH and NORA\u00a0ANGELICA MORALES\u00a0ZARAGOZA. 2014. The apprentice framework: planning and assessing creativity. In Proceedings of the International Conference on Computational Creativity. Association for Computational Creativity, J\u00f6nk\u00f6ping, Sweden, 280\u2013283."},{"key":"e_1_3_3_2_45_1","volume-title":"Total design: integrated methods for successful product engineering","author":"O\u2019Connor T.","unstructured":"P.\u00a0D.\u00a0T. O\u2019Connor. 1991. Total design: integrated methods for successful product engineering. Wiley Online Library."},{"key":"e_1_3_3_2_46_1","doi-asserted-by":"publisher","DOI":"10.1145\/2702123.2702175"},{"key":"e_1_3_3_2_47_1","doi-asserted-by":"publisher","DOI":"10.1145\/3173574.3174223"},{"key":"e_1_3_3_2_48_1","unstructured":"OpenAI. 2022. DALL\u00b7E 2. https:\/\/openai.com\/dall-e-2\/. Last accessed on 14.09.2023."},{"key":"e_1_3_3_2_49_1","unstructured":"OpenAI. 2022. DALL\u00b7E: Creating Images from Text. https:\/\/openai.com\/blog\/dall-e\/. Last accessed on 31.08.2022."},{"key":"e_1_3_3_2_50_1","doi-asserted-by":"publisher","DOI":"10.1145\/3544548.3581380"},{"key":"e_1_3_3_2_51_1","doi-asserted-by":"publisher","DOI":"10.1145\/3544548.3580676"},{"key":"e_1_3_3_2_52_1","doi-asserted-by":"publisher","DOI":"10.1145\/3487607"},{"key":"e_1_3_3_2_53_1","doi-asserted-by":"publisher","DOI":"10.1145\/3527927.3532789"},{"key":"e_1_3_3_2_54_1","doi-asserted-by":"publisher","DOI":"10.5898\/JHRI.1.1.Riek"},{"key":"e_1_3_3_2_55_1","doi-asserted-by":"publisher","DOI":"10.5555\/41765.41801"},{"key":"e_1_3_3_2_56_1","doi-asserted-by":"publisher","DOI":"10.1057\/palgrave.ivs.9500102"},{"key":"e_1_3_3_2_57_1","doi-asserted-by":"publisher","DOI":"10.1145\/3610217"},{"key":"e_1_3_3_2_58_1","doi-asserted-by":"publisher","DOI":"10.3389\/fpsyg.2022.941448"},{"key":"e_1_3_3_2_59_1","unstructured":"UIUX Trend. 2024. System Usability Scale (SUS) | Usability.gov. https:\/\/uiuxtrend.com\/sus-calculator\/. Last accessed on 11.02.24."},{"key":"e_1_3_3_2_60_1","doi-asserted-by":"publisher","DOI":"10.1145\/3334480.3381069"},{"key":"e_1_3_3_2_61_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.chb.2017.04.035"},{"key":"e_1_3_3_2_62_1","unstructured":"Koji Yatani. 2014. hcistats:wilcoxonsigned [Koji Yatani\u2019s Course Webpage]. https:\/\/yatani.jp\/teaching\/doku.php?id=hcistats:wilcoxonsigned. Last accessed on 14.09.2023."},{"key":"e_1_3_3_2_63_1","volume-title":"Thingiverse. In 2019 4th International Conference on Social Sciences and Economic Development (ICSSED","author":"Yue Feng","year":"2019","unstructured":"Feng Yue, Ma Qiao-ge, and Ren Nan. 2019. Improving makers\u2019 remix contribution behavior in the open innovation communities\u2014\u2014An example of Thingiverse. In 2019 4th International Conference on Social Sciences and Economic Development (ICSSED 2019). Atlantis Press, GX Dordrecht, The Netherlands, 224\u2013229."},{"key":"e_1_3_3_2_64_1","volume-title":"From creativity to innovation. Technology in society 31, 1","author":"Yusuf Shahid","year":"2009","unstructured":"Shahid Yusuf. 2009. From creativity to innovation. Technology in society 31, 1 (2009), 1\u20138."}],"event":{"name":"CHI '24: CHI Conference on Human Factors in Computing Systems","location":"Honolulu HI USA","acronym":"CHI '24","sponsor":["SIGCHI ACM Special Interest Group on Computer-Human Interaction","SIGACCESS ACM Special Interest Group on Accessible Computing"]},"container-title":["Proceedings of the CHI Conference on Human Factors in Computing Systems"],"original-title":[],"link":[{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3613904.3642812","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3613904.3642812","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,18]],"date-time":"2025-06-18T23:44:30Z","timestamp":1750290270000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3613904.3642812"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2024,5,11]]},"references-count":64,"alternative-id":["10.1145\/3613904.3642812","10.1145\/3613904"],"URL":"https:\/\/doi.org\/10.1145\/3613904.3642812","relation":{},"subject":[],"published":{"date-parts":[[2024,5,11]]},"assertion":[{"value":"2024-05-11","order":3,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}