Introduction

This workshop applies human centered themes to a new and powerful technology, generative artificial intelligence (AI). Unlike AI systems that produce decisions or descriptions, generative AI systems can produce new and creative content that can include images, texts, music, video, and other forms of design. The results are often similar to results produced by humans. However, it is not yet clear how humans make sense of generative AI algorithms or their outcomes. It is also not yet clear how humans can control and more generally, interact with, these powerful capabilities. Finally, it is not clear what kinds of collaboration patterns will emerge when creative humans and creative technologies work together.

It is time to convene the interdisciplinary research domain of generative AI and HCI. Participation in this invitational workshop is open to seasoned scholars and early career researchers. We solicit descriptions of completed projects, works-in-progress, and provocations. Together we will develop theories and practices in this intriguing new domain.

Program

Session 1 10 May 2022 8:00-10:00 UTC

8:00am UTC Welcome

8:10am UTC Co-Creativity in Different Domains

8:10am UTC Corey Ford and Nick Bryan-Kinns. Speculating on Reflection and People's Music Co-Creation with AI [link]

8:15am UTC Elizabeth Wilson, George Fazekas and Geraint Wiggins. Co-Creativity with a Musical AI Agent in Live Coding [link]

8:20am UTC Imke Grabe and Jichen Zhu. Towards Co-Creative Generative Adversarial Networks for Fashion Designers [link]

8:25am UTC Jakob Tholander and Martin Jonsson. Co-coding with AI in creative programming education [link]

8:30am UTC Discussion

8:40am UTC Co-Creativity and Domain-Independent Work

8:40am UTC Angel Hsing-Chi Hwang. Why or Why Not: Barriers of Adopting Generative AI in Human-AI Co-Creativity [link]

8:45am UTC Jeba Rezwana and Mary Lou Maher. Identifying Ethical Issues in AI Partners in Human-AI Co-Creation [link]

8:50am UTC Rodolfo Ocampo, Oliver Bown and Kazjon Grace. A Framework for Dialogue-Based Human-AI Creative Collaboration [link]

8:55am UTC Mary Lou Maher, Brian Magerko, Dan Venura, Douglas Fisher, Rogelio E. Cardona-Rivera, Nancy Fulda, John Gero, Minwoo Lee, David Wilson, James C. Kaufman, Maithilee Kunda, Michael Muller, Rachel K.E. Bellamy, Maya Ackerman, Evangelia Chrysikou. A Research Plan for Integrating Generative and Cognitive AI for Human Centered, Explainable Co-Creative AI [link]

9:00am UTC Discussion

9:10pm UTC break

9:15am UTC Art+Culture

9:15am UTC Bob Sturm. Generative AI helps one express things for which they may not have expressions (yet) [link]

9:20am UTC Mattia Gianotti, Andrea Rotella, Mariagiovanna Di Iorio, Fabiano Riccardi, Francesco Vona and Franca Garzotto. Emotional Synchrony and Generative Art in Interactive Multisensory Environments [link]

9:25am UTC Aaron Jackson, Vivian Liu and Lydia Chilton. Analyzing the Cultural Relevance of AI Generated Art [link]

9:30am UTC Discussion

9:40am UTC Closing

Session 2 10 May 2022 16:00-18:00 UTC

4:00pm UTC Welcome

4:10pm UTC Control or Not

4:10pm UTC Benedikte Wallace and Charles P Martin. Embodying the Glitch: Perspectives on Generative AI in Dance Practice [link]

4:15pm UTC Daniel Bisig and Ephraim Wegner. Puppeteering AI - Interactive Control of an Artificial Dancer [link]

4:20pm UTC Rupert Parry and Caroline Pegram. Perception of control in generative AI music user interfaces [link]

4:25pm UTC Ryan Louie, Jesse Engel and Anna Huang. A Unified Evaluation of Expressive Generative Models andSteerable Interfaces for Music Creation [link]

4:30pm UTC Discussion

4:40pm UTC Language

4:40pm UTC Frederic Gmeiner, Kenneth Holstein and Nikolas Martelaro. Team Learning as a Lens for Designing Human–AI Co-Creative Systems [link]

4:45pm UTC Katy Gero, Vivian Liu and Lydia Chilton. Sparks: Inspiration for Science Writing using Language Models [link]

4:50pm UTC Small Data

4:50pm UTC Gabriel Vigliensoni, Phoenix Perry and Rebecca Fiebrink. A Small-Data Mindset for Generative AI Creative Work [link]

4:55pm UTC Hai Dang, Lukas Mecke, Florian Lehmann, Sven Goller and Daniel Buschek. How to Prompt? Opportunities and Challenges of Zero- and Few-Shot Learning for Human-AI Interaction in Creative Applications of Generative Models [link]

5:00pm UTC Discussion (Language and Small Data)

5:10pm UTC break

5:15pm UTC Measurement

5:15pm UTC Carlos Hernandez-Olivan, Jorge Abadías Puyuelo and Jose R. Beltran. Subjective Evaluation of Deep Learning Models for Symbolic Music Composition [link]

5:20pm UTC Katy Gero. How do we audit generative algorithms? [link]

5:25pm UTC Speculating+Designing

5:25pm UTC Andre Holzapfel, Petra Jääskeläinen and Anna-Kaisa Kaila. Environmental and Social Sustainability of Creative-Ai [link]

5:30pm UTC Nur Yildirim. Emergent HCI Approaches to Envisioning with Generative AI Capabilities [link]

5:35pm UTC Sarah Cooney. Generative AI as a Tool for Speculative Urban Futures [link]

5:40pm UTC Discussion (Measurement and Speculating+Designing)

5:50pm UTC Closing

Organizers

Michael Muller, IBM Research, US

Lydia Chilton, Columbia University, US

Anna Kantosalo, Helsinki University, Finland

Mary Lou Maher, University of North Carolina at Charlotte, US

Charles Patrick Martin, Australian National University, Australia

Greg Walsh, University of Baltimore, US