Workshop
Machine Learning for Creativity and Design
Tom White · Mattie Tesfaldet · Samaneh Azadi · Daphne Ippolito · Lia Coleman · David Ha
Mon 13 Dec, 8:15 a.m. PST
Machine co-creativity continues to grow and attract a wider audience to machine learning. Generative models, for example, have enabled new types of media creation across language, images, and music--including recent advances such as CLIP, VQGAN, and DALL·E. This one-day workshop will broadly explore topics in the applications of machine learning to creativity and design, which includes:
State-of-the-art algorithms for the creation of new media. Machine learning models achieving state-of-the-art in traditional media creation tasks (e.g., image, audio, or video synthesis) that are also being used by the artist community will be showcased.
Artist accessibility of machine learning models. Researchers building the next generation of machine learning models for media creation will be challenged in understanding the accessibility needs of artists. Artists and Human Computer interaction / User Experience community members will be encouraged to engage in the conversation.
The sociocultural and political impact of these new models. With the increased popularity of generative machine learning models, we are witnessing these models start to impact our everyday surroundings, ranging from racial and gender bias in algorithms and datasets used for media creation to how new media manipulation tools may erode our collective trust in media content.
Artistic applications. We will hear directly from some of the artists who are adopting machine learning--including deep learning and reinforcement learning--as part of their own artistic process as well as showcasing their work.
The goal of this workshop is to bring together researchers and artists interested in exploring the intersection of human creativity and machine learning and foster collaboration between them, as well as promote the sharing of ideas, perspectives, new research, artwork, and artistic needs.
Discord invite --> https://bit.ly/3puzVuM
Schedule
Mon 8:15 a.m. - 8:30 a.m.
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Welcome
(
Short Live Talk
)
>
SlidesLive Video |
🔗 |
Mon 8:30 a.m. - 9:30 a.m.
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Poster Session 1 ( Poster Session ) > link | 🔗 |
Mon 9:30 a.m. - 10:00 a.m.
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Computers, Creativity, and Lovelace
(
Speaker Presentation
)
>
SlidesLive Video |
Mark Riedl 🔗 |
Mon 10:00 a.m. - 10:30 a.m.
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AI for Augmenting Human Creativity
(
Speaker Presentation
)
>
SlidesLive Video |
Devi Parikh 🔗 |
Mon 10:30 a.m. - 11:00 a.m.
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Interspecies Intelligence in Pharmako-AI
(
Speaker Presentation
)
>
SlidesLive Video |
Kenric McDowell 🔗 |
Mon 11:00 a.m. - 11:30 a.m.
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Art Show
(
Video
)
>
SlidesLive Video |
🔗 |
Mon 11:30 a.m. - 12:00 p.m.
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Panel Discussion: Mark Riedl, Devi Parikh, Kenric Allado-McDowell
(
Q&A Panel
)
>
SlidesLive Video |
🔗 |
Mon 12:00 p.m. - 12:30 p.m.
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Social 1 ( Informal Discussion ) > link | 🔗 |
Mon 12:30 p.m. - 12:40 p.m.
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StyleCLIPDraw: Coupling Content and Style in Text-to-Drawing Synthesis
(
Paper Oral
)
>
SlidesLive Video |
Peter Schaldenbrand · Jean Oh · Zhixuan Liu 🔗 |
Mon 12:40 p.m. - 12:50 p.m.
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Soundify: Matching Sound Effects to Video
(
Paper Oral
)
>
SlidesLive Video |
David Chuan-En Lin 🔗 |
Mon 12:50 p.m. - 1:00 p.m.
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Controllable and Interpretable Singing Voice Decomposition via Assem-VC
(
Paper Oral
)
>
SlidesLive Video |
Kangwook Kim · Junhyeok Lee 🔗 |
Mon 1:00 p.m. - 1:10 p.m.
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Extending the Vocabulary of Fictional Languages using Neural Networks
(
Paper Oral
)
>
SlidesLive Video |
Thomas Zacharias · Raja Giryes 🔗 |
Mon 1:10 p.m. - 1:15 p.m.
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Jabberwocky
(
Artwork Spotlight
)
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SlidesLive Video |
Vadim Epstein 🔗 |
Mon 1:15 p.m. - 1:20 p.m.
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Iterative Iterative
(
Artwork Spotlight
)
>
SlidesLive Video |
Erin Smith 🔗 |
Mon 1:20 p.m. - 1:25 p.m.
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Artificial Intelligence for High Heel Shoe Design
(
Artwork Spotlight
)
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SlidesLive Video |
Sophia Neill 🔗 |
Mon 1:25 p.m. - 1:30 p.m.
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text2pixelart
(
Artwork Spotlight
)
>
SlidesLive Video |
Alexey Tikhonov 🔗 |
Mon 1:30 p.m. - 2:30 p.m.
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Poster Session 2 ( Poster Session ) > link | 🔗 |
Mon 2:30 p.m. - 3:00 p.m.
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From Technologies to Tools
(
Speaker Presentation
)
>
SlidesLive Video |
Joel Simon 🔗 |
Mon 3:00 p.m. - 3:30 p.m.
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Okachihuali: Strategies for New Future Building with AI Art
(
Speaker Presentation
)
>
SlidesLive Video |
Moisés Horta Valenzuela 🔗 |
Mon 3:30 p.m. - 4:00 p.m.
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Imaginatory Processes with VQGANxCLIP
(
Speaker Presentation
)
>
SlidesLive Video |
Sebastián Rojas · María Constanza Lobos 🔗 |
Mon 4:00 p.m. - 4:30 p.m.
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Art Show (repeated)
(
Video
)
>
SlidesLive Video |
🔗 |
Mon 4:30 p.m. - 5:00 p.m.
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Panel Discussion: Joel Simon, Hypereikon
(
Q&A Panel
)
>
SlidesLive Video |
🔗 |
Mon 5:00 p.m. - 5:15 p.m.
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Closing Remarks
(
Short Live Talk
)
>
SlidesLive Video |
🔗 |
Mon 5:15 p.m. - 6:00 p.m.
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Social 2 ( Informal Discussion ) > link | 🔗 |