Co-Creative AI Literature

These papers were publicly accessed from the academic field of co-creative AI in an informal manner using a combination of a snowball sampling method beginning with (Davis et al.) and searching Google and Google Scholar for the keywords co-creativity, co-creative AI, co-creative drawing, co-creative music, co-creative poetry, etc. The search was biased towards publications in known co-creativity venues, such as the International Conference on Computational Creativity, CHI, and the ACM Conference on Creativity & Cognition.

1994

Biles, J. (1994, September). GenJam: A genetic algorithm for generating jazz solos. In ICMC (Vol. 94, pp. 131-137).

2002

Candy, Linda, and Ernest Edmonds. "Modeling co-creativity in art and technology." Proceedings of the 4th conference on Creativity & cognition. 2002.

Candy, L. (2002). Co-Creativity in Interactive Digital Art. In Consciousness Reframed, Fourth International CAiiA-STAR Research Conference (p. 29).

Biles, J. A. (2002). GenJam: Evolution of a jazz improviser. In Creative evolutionary systems (pp. 165-187). Morgan Kaufmann.

Biles, J. A. (2002, September). Genjam: Evolutionary computation gets a gig. In Proceedings of the 2002 Conference for Information Technology Curriculum, Rochester, New York, Society for Information Technology Education.

2003

Magerko, B., & Laird, J. E. (2003, March). Building an interactive drama architecture. In First International Conference on Technologies for Interactive Digital Storytelling and Entertainment (pp. 226-237).

2005

Lubart, T. 2005. How can computers be partners in the creative process: classification and commentary on the special issue. International Journal of Human-Computer Studies, 63(4), 365-369.

2009

Weinberg, G., Raman, A., & Mallikarjuna, T. (2009, March). Interactive jamming with Shimon: a social robotic musician. In Proceedings of the 4th ACM/IEEE international conference on Human robot interaction (pp. 233-234).

2010

Hoffman, G., & Weinberg, G. (2010). Shimon: an interactive improvisational robotic marimba player. In CHI'10 Extended Abstracts on Human Factors in Computing Systems (pp. 3097-3102).

Colton, S. (2010). The Painting Fool Teaching Interface. Proc. ICCC2010.

2011

Davis, N., Do, E. Y. L., Gupta, P., & Gupta, S. (2011, November). Computing harmony with PerLogicArt: perceptual logic inspired collaborative art. In Proceedings of the 8th ACM conference on Creativity and cognition (pp. 185-194).

2012

Maher, M. L. (2012, May). Computational and collective creativity: Who's being creative?. In ICCC (pp. 67-71).

2013

Biles, J. A. (2013, November). Performing with technology: Lessons learned from the genjam project. In Ninth Artificial Intelligence and Interactive Digital Entertainment Conference.

Davis, N. M. (2013, November). Human-computer co-creativity: Blending human and computational creativity. In Ninth Artificial Intelligence and Interactive Digital Entertainment Conference.

2014

Davis, N. M., Popova, Y., Sysoev, I., Hsiao, C. P., Zhang, D., & Magerko, B. (2014). Building Artistic Computer Colleagues with an Enactive Model of Creativity. In ICCC (pp. 38-45).

Freeman, J., Magerko, B., McKlin, T., Reilly, M., Permar, J., Summers, C., & Fruchter, E. (2014, March). Engaging underrepresented groups in high school introductory computing through computational remixing with EarSketch. In Proceedings of the 45th ACM technical symposium on Computer science education (pp. 85-90).

Yannakakis, G. N., Liapis, A., & Alexopoulos, C. (2014). Mixed-initiative co-creativity.

2015

Colton, S., Halskov, J., Ventura, D., Gouldstone, I., Cook, M., & Ferrer, B. P. (2015, June). The Painting Fool Sees! New Projects with the Automated Painter. In ICCC (pp. 189-196).

Compton, K., & Mateas, M. (2015, June). Casual Creators. In ICCC (pp. 228-235).

Davis, N., Hsiao, C. P., Popova, Y., & Magerko, B. (2015). An enactive model of creativity for computational collaboration and co-creation. In Creativity in the digital age (pp. 109-133). Springer, London.

Davis, N., Comerford, M., Jacob, M., Hsiao, C. P., & Magerko, B. (2015, June). An enactive characterization of pretend play. In Proceedings of the 2015 ACM SIGCHI Conference on Creativity and Cognition (pp. 275-284).

Davis, N., Hsiao, C. P., Singh, K. Y., Li, L., Moningi, S., & Magerko, B. (2015, June). Drawing apprentice: An enactive co-creative agent for artistic collaboration. In Proceedings of the 2015 ACM SIGCHI Conference on Creativity and Cognition (pp. 185-186).

Davis, N. (2015, June). An enactive approach to facilitate interactive machine learning for co-creative agents. In Proceedings of the 2015 ACM SIGCHI Conference on Creativity and Cognition (pp. 345-346).

Goel, A., Creeden, B., Kumble, M., Salunke, S., Shetty, A., & Wiltgen, B. (2015, September). Using watson for enhancing human-computer co-creativity. In 2015 AAAI fall symposium series.

Jacob, M., & Magerko, B. (2015, June). Interaction-based Authoring for Scalable Co-creative Agents. In ICCC (pp. 236-243).

Kantosalo, A. A., Toivanen, J. M., & Toivonen, H. T. T. (2015). Interaction evaluation for human-computer co-creativity: A case study. In Proceedings of the sixth international conference on computational creativity. Brigham Young University.

2016

Davis, N. M., Hsiao, C. P., Singh, K. Y., & Magerko, B. (2016, September). Co-creative drawing agent with object recognition. In Twelfth artificial intelligence and interactive digital entertainment conference.

Davis, N., Hsiao, C. P., Yashraj Singh, K., Li, L., & Magerko, B. (2016, March). Empirically studying participatory sense-making in abstract drawing with a co-creative cognitive agent. In Proceedings of the 21st International Conference on Intelligent User Interfaces (pp. 196-207).

Kantosalo, A., & Toivonen, H. (2016, June). Modes for creative human-computer collaboration: Alternating and task-divided co-creativity. In Proceedings of the seventh international conference on computational creativity (pp. 77-84).

Liapis, A., Yannakakis, G. N., Alexopoulos, C., & Lopes, P. (2016). Can computers foster human users' creativity? Theory and praxis of mixed-initiative co-creativity.

2017

Davis, N., Hsiao, C. P., Singh, K. Y., Lin, B., & Magerko, B. (2017, June). Creative sense-making: Quantifying interaction dynamics in co-creation. In Proceedings of the 2017 ACM SIGCHI Conference on Creativity and Cognition (pp. 356-366).

Davis, N. M. (2017). Creative sense-making: A cognitive framework for quantifying interaction dynamics in co-creation (Doctoral dissertation, Georgia Institute of Technology).

Deterding, S., Hook, J., Fiebrink, R., Gillies, M., Gow, J., Akten, M., ... & Compton, K. (2017, May). Mixed-initiative creative interfaces. In Proceedings of the 2017 CHI Conference Extended Abstracts on Human Factors in Computing Systems (pp. 628-635).

Fitzgerald, T., Goel, A. K., & Thomaz, A. (2017, June). Human-Robot Co-Creativity: Task Transfer on a Spectrum of Similarity. In ICCC (pp. 104-111).

Jordanous, Anna (2017) Co-creativity and perceptions of computational agents in co-creativity. In: 8th International Conference on Computational Creativity, 19-23 June 2017, Atlanta, US.

Long, D., Jacob, M., Davis, N. and Magerko, B. “Designing for Socially Interactive Systems.” In Proceedings of the June 2017 ACM Conference on Creativity and Cognition

Oliveira, H. G., Mendes, T., & Boavida, A. (2017, September). Co-poetryme: a co-creative interface for the composition of poetry. In Proceedings of the 10th International Conference on Natural Language Generation (pp. 70-71).

Singh, K. Y., Davis, N. M., Hsiao, C. P., Macias, R., Lin, B., & Magerko, B. (2017). Unified Classification and Generation Networks for Co-Creative Systems. In ICCC (pp. 237-244).

Pasquier, P., Eigenfeldt, A., Bown, O., & Dubnov, S. (2017). An introduction to musical metacreation. Computers in Entertainment (CIE), 14(2), 1-14.

Xambó, A., Roma, G., Shah, P., Freeman, J., Magerko, B. 2017. Computational Challenges of Co-creation in Collaborative Music Live Coding: An Outline. In 2017 Co-Creation Workshop at the International Conference on Computational Creativity. Atlanta, GA, USA.

2018

Canaan, R., Menzel, S., Togelius, J., & Nealen, A. (2018, August). Towards game-based metrics for computational co-creativity. In 2018 IEEE conference on Computational Intelligence and Games (CIG) (pp. 1-8). IEEE.

Jacob, M., Magerko, B. 2018. Creative Arcs in Improvised Human-Computer Embodied Performances. In Proceedings of Foundations of Digital Games

Long, D., Bin, A., Magerko, B. 2018. “Parent-Child Musical Co-Creation with Tangible and Embodied Interfaces”. Presented at the Rethinking Children’s Co-creation Processes beyond the Design of TUIs Workshop at the 17th ACM Conference on Interaction Design and Children (IDC 2018).

Karimi, P., Davis, N., Grace, K., & Maher, M. L. (2018). Deep learning for identifying potential conceptual shifts for co-creative drawing. arXiv preprint arXiv:1801.00723.

Karimi, P., Grace, K., Davis, N., & Maher, M. L. (2018, July). Creative sketching apprentice: Supporting conceptual shifts in sketch ideation. In International Conference on-Design Computing and Cognition (pp. 721-738). Springer, Cham.

Oh, C., Song, J., Choi, J., Kim, S., Lee, S., & Suh, B. (2018, April). I lead, you help but only with enough details: Understanding user experience of co-creation with artificial intelligence. In Proceedings of the 2018 CHI Conference on Human Factors in Computing Systems (pp. 1-13).

Xambó, A., Roma, G., Shah, P., Tsuchiya, T., Freeman, J., Magerko, B. 2018. “Turn-taking and Online Chatting in Remote and Co-located Collaborative Music Live Coding.” Journal of the Audio Engineering Society. 66(4), pp. 253-266.

Zhu, J., Liapis, A., Risi, S., Bidarra, R., & Youngblood, G. M. (2018, August). Explainable AI for designers: A human-centered perspective on mixed-initiative co-creation. In 2018 IEEE Conference on Computational Intelligence and Games (CIG) (pp. 1-8). IEEE.

2019

Davis, N., Siddiqui, S., Karimi, P., Maher, M. L., & Grace, K. (2019). Creative Sketching Partner: A Co-Creative Sketching Tool to Inspire Design Creativity. In ICCC (pp. 358-359).

Guzdial, M., & Riedl, M. (2019). An interaction framework for studying co-creative ai. arXiv preprint arXiv:1903.09709.

Jacob, M. (2019). Improvisational artificial intelligence for embodied co-creativity (Doctoral dissertation, Georgia Institute of Technology).

Jansen, C., & Sklar, E. (2019, May). Co-creative physical drawing systems. In ICRA-X Robots Art Program at IEEE International Conference on Robotics and Automation (ICRA), Montreal, QC, Canada (p. 2).

Kantosalo, A. (2019). Human-Computer Co-Creativity: Designing, Evaluating and Modelling Computational Collaborators for Poetry Writing.

Kantosalo, A., & Riihiaho, S. (2019). Quantifying co-creative writing experiences. Digital Creativity, 30(1), 23-38.

Kantosalo, A., & Riihiaho, S. (2019). Experience evaluations for human–computer co-creative processes–planning and conducting an evaluation in practice. Connection Science, 31(1), 60-81.

Karimi, P., Maher, M. L., Davis, N., & Grace, K. (2019). Deep learning in a computational model for conceptual shifts in a co-creative design system. arXiv preprint arXiv:1906.10188.

Long, D., Jacob, M., Magerko, B. “Designing Co-Creative AI for Public Spaces.” In Proceedings of the June 2019 ACM Conference on Creativity and Cognition.

Long, D., McKlin, T., Weisling, A., Martin, W., Guthrie, H., Magerko, B. 2019. “Trajectories of Physical Engagement and Expression in a Co-Creative Museum Installation.” In Proceedings of the June 2019 ACM Conference on Creativity and Cognition.

2020

Arandas, L., Carvalhais, M., Grierson, M., Bernardes, G., & Penha, R. Facing a Middle-Ground of Symbolic Importance in Artificial Co-Creative Systems. In Proceedings of the Workshop The Future of Co-Creative Systems-A Workshop on Human-Computer Co-Creativity of the 11th International Conference on Computational Creativity (ICCC 2020).

Abdellahi, S., Maher, M. L., Siddiqui, S., Rezwana, J., & Almadan, A. (2020, July). Arny: A study of a co-creative interaction model focused on emotion feedback. In International Conference on Human-Computer Interaction (pp. 377-396). Springer, Cham.

Bodily, P. Therapeutic Computational Creativity: Co-Creativity for Well-being. In ICCC Workshop on the Future of Co-Creative Sytems, 52(1), 59-65. In Proceedings of the Workshop The Future of Co-Creative Systems-A Workshop on Human-Computer Co-Creativity of the 11th International Conference on Computational Creativity (ICCC 2020).

Bown, O., Grace, K., Bray, L., & Ventura, D. (2020). A Speculative Exploration of the Role of Dialogue in Human-ComputerCo-creation. In Proceedings of the Workshop The Future of Co-Creative Systems-A Workshop on Human-Computer Co-Creativity of the 11th International Conference on Computational Creativity (ICCC 2020).

Calegario, F., & Cabral, G. (2020) Physical, interactive, and adaptable objects as mediators for co-creativity. In Proceedings of the Workshop The Future of Co-Creative Systems-A Workshop on Human-Computer Co-Creativity of the 11th International Conference on Computational Creativity (ICCC 2020).

Colton, S., McCormack, J., Berns, S., Petrovskaya, E., & Cook, M. (2020, April). Adapting and enhancing evolutionary art for casual creation. In International Conference on Computational Intelligence in Music, Sound, Art and Design (Part of EvoStar) (pp. 17-34). Springer, Cham.

Deshpande, M., Sauda, E., and Maher, M. (2020). Towards Co-Build: An Architecture Machine for Co-Creative Form-Making. In Proceedings of the 2020 International Conference on Computational Creativity (ICCC ’20).

Fu, Z., & Zhou, Y. (2020). Research on human–AI co-creation based on reflective design practice. CCF Transactions on Pervasive Computing and Interaction, 2(1), 33-41.

Huang, C. Z. A., Koops, H. V., Newton-Rex, E., Dinculescu, M., & Cai, C. J. (2020). AI song contest: Human-AI co-creation in songwriting. arXiv preprint arXiv:2010.05388.

Karimi, P., Rezwana, J., Siddiqui, S., Maher, M. L., & Dehbozorgi, N. (2020, March). Creative sketching partner: an analysis of human-AI co-creativity. In Proceedings of the 25th International Conference on Intelligent User Interfaces (pp. 221-230).

Kantosalo, A., & Takala, T. (2020, September). Five C's for Human-Computer Co-Creativity-An Update on Classical Creativity Perspectives. In ICCC (pp. 17-24).

Kantosalo, A., & Jordanous, A. (2020, February). Role-based perceptions of computer participants in human-computer co-creativity. AISB.

Kantosalo, A., Ravikumar, P. T., Grace, K., & Takala, T. (2020, September). Modalities, Styles and Strategies: An Interaction Framework for Human-Computer Co-Creativity. In ICCC (pp. 57-64).

Kantosalo, A., Ravikumar, P. T., Grace, K., & Takala, T. (2020, September). Modalities, Styles and Strategies: An Interaction Framework for Human-Computer Co-Creativity. In ICCC (pp. 57-64).

Kumar, M., Long, D., and Magerko, B. (2020). Creativity Metrics for a Lead-and-Follow Dynamic in an Improvisational Dance Agent. In Proceedings of the 2020 International Conference on Computational Creativity (ICCC ’20).

Llano, M. T., & McCormack, J. (2020) Existential Risks of Co-Creative Systems. In Proceedings of the Workshop The Future of Co-Creative Systems-A Workshop on Human-Computer Co-Creativity of the 11th International Conference on Computational Creativity (ICCC 2020).

Lin, Y., Guo, J., Chen, Y., Yao, C., & Ying, F. (2020, April). It is your turn: collaborative ideation with a co-creative robot through sketch. In Proceedings of the 2020 CHI conference on human factors in computing systems (pp. 1-14).

Long, D., Liu, L., Gujrania, S., Naomi, C., & Magerko, B. (2020, July). Visualizing improvisation in luminai, an ai partner for co-creative dance. In Proceedings of the 7th International Conference on Movement and Computing (pp. 1-2).

Long, D., Jacob, M., Magerko, B. “Designing Co-Creative AI for Public Spaces.” In Proceedings of the June 2019 ACM Conference on Creativity and Cognition.

Louie, R., Coenen, A., Huang, C. Z., Terry, M., & Cai, C. J. (2020, April). Novice-AI music co-creation via AI-steering tools for deep generative models. In Proceedings of the 2020 CHI conference on human factors in computing systems (pp. 1-13).

Lopes, D., Parente, J., Silva, P., & Roque, L. (2020). Performing Creativity With Computational Tools. In Proceedings of the Workshop The Future of Co-Creative Systems-A Workshop on Human-Computer Co-Creativity of the 11th International Conference on Computational Creativity (ICCC 2020)

McCormack, J., Hutchings, P., Gifford, T., Yee-King, M., Llano, M. T., & D’inverno, M. (2020). Design considerations for real-time collaboration with creative artificial intelligence. Organised Sound, 25(1), 41-52.

Muller, M., Weisz, J. D., & Geyer, W. (2020). Mixed Initiative Generative AI Interfaces: An Analytic Framework for Generative AI Applications. In Proceedings of the Workshop The Future of Co-Creative Systems-A Workshop on Human-Computer Co-Creativity of the 11th International Conference on Computational Creativity (ICCC 2020).

Negrete-Yankelevich, S. (2020) Co-creativity and autonomy. In Proceedings of the Workshop The Future of Co-Creative Systems-A Workshop on Human-Computer Co-Creativity of the 11th International Conference on Computational Creativity (ICCC 2020)

Ravikumar, P. T., & Patel, D. (2020). Engendering co-creative experiences through agent parametric control. In ICCC (pp. 49-56).

Smith, J., Truesdell, E.J.K., Freeman, J., Magerko, B., Boyer, K.E., and McKlin, T. (2020). “Modeling Music and Code Knowledge to Support a Co-creative AI Agent in Education”. In Proceedings of the 21st International Society for Music Information Retrieval Conference (ISMIR 2020).

Ullstein, C., & Hohendanner, M. Exploration of the Future of Co-Creative Systems Through Collaborative Speculative Design Practices. In Proceedings of the Workshop The Future of Co-Creative Systems-A Workshop on Human-Computer Co-Creativity of the 11th International Conference on Computational Creativity (ICCC 2020).

O'Donoghue, D. (2020). Effortful & Expert Evaluation in Developing Serious CST. In Proceedings of the Workshop The Future of Co-Creative Systems-A Workshop on Human-Computer Co-Creativity of the 11th International Conference on Computational Creativity (ICCC 2020).

2021

Buschek, D., Mecke, L., Lehmann, F., & Dang, H. (2021). Nine Potential Pitfalls when Designing Human-AI Co-Creative Systems. arXiv preprint arXiv:2104.00358.

Chung, N. C. (2021). Human in the loop for machine creativity. arXiv preprint arXiv:2110.03569.

Griffith, A. E., Katuka, G. A., Wiggins, J. B., Boyer, K. E., Freeman, J., Magerko, B., & McKlin, T. (2021, June). Discovering co-creative dialogue states during collaborative learning. In International Conference on Artificial Intelligence in Education (pp. 165-177). Springer, Cham.

Jansen, C., & Sklar, E. (2021). Exploring co-creative drawing workflows. Frontiers in Robotics and AI, 92.

Jansen, C., & Sklar, E. (2021, September). Predicting Artist Drawing Activity via Multi-camera Inputs for Co-creative Drawing. In Annual Conference Towards Autonomous Robotic Systems (pp. 217-227). Springer, Cham.

Kim, J., Maher, M. L., & Siddiqui, S. (2021). Collaborative Ideation Partner: Design Ideation in Human-AI Co-creativity. In CHIRA (pp. 123-130).

Liu, R., & Nikolic, P. K. (2021). Mutltimodal AI Companion for Interactive Fairytale Co-creation. arXiv preprint arXiv:2112.00331.

Rezwana, J., & Maher, M. L. (2021). COFI: A Framework for Modeling Interaction in Human-AI Co-Creative Systems. In ICCC (pp. 444-448).

Rezwana, J., Maher, M. L., & Davis, N. (2021). Creative PenPal: A Virtual Embodied Conversational AI Agent to Improve User Engagement and Collaborative Experience in Human-AI Co-Creative Design Ideation. In IUI Workshops.

Truesdell, E. J., Smith, J. B., Mathew, S., Katuka, G. A., Griffith, A. E., McKlin, T., ... & Boyer, K. E. (2021). Supporting Computational Music Remixing with a Co-Creative Learning Companion. In ICCC (pp. 113-121).

Urban Davis, J., Anderson, F., Stroetzel, M., Grossman, T., & Fitzmaurice, G. (2021, June). Designing co-creative ai for virtual environments. In Creativity and Cognition (pp. 1-11).

Partlan, N., Kleinman, E., Howe, J., Ahmad, S., Marsella, S., & Seif El-Nasr, M. (2021, August). Design-Driven Requirements for Computationally Co-Creative Game AI Design Tools. In The 16th International Conference on the Foundations of Digital Games (FDG) 2021 (pp. 1-12).

Zhang, C., Yao, C., Liu, J., Zhou, Z., Zhang, W., Liu, L., ... & Wang, G. (2021, May). StoryDrawer: A Co-Creative Agent Supporting Children's Storytelling through Collaborative Drawing. In Extended Abstracts of the 2021 CHI Conference on Human Factors in Computing Systems (pp. 1-6).

2022

El-Zanfaly, D., Huang, Y., & Dong, Y. (2022, June). Sand Playground: Designing Human-AI physical Interface for Co-creation in Motion. In Creativity and Cognition (pp. 49-55).

Grabe, I., González-Duque, M., Risi, S., & Zhu, J. (2022). Towards a Framework for Human-AI Interaction Patterns in Co-Creative GAN Applications.

Rezwana, J., & Maher, M. L. (2022). Designing Creative AI Partners with COFI: A Framework for Modeling Interaction in Human-AI Co-Creative Systems. ACM Transactions on Computer-Human Interaction.

Rezwana, J., & Maher, M. L. (2022). Identifying Ethical Issues in AI Partners in Human-AI Co-Creation. arXiv preprint arXiv:2204.07644.

Total Publication Count: 103

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