Workshop
Machine Learning for Creativity and Design 4.0
Luba Elliott · Sander Dieleman · Adam Roberts · Tom White · Daphne Ippolito · Holly Grimm · Mattie Tesfaldet · Samaneh Azadi
Sat 12 Dec, 5:15 a.m. PST
Generative machine learning and machine creativity have continued to grow and attract a wider audience to machine learning. Generative models enable new types of media creation across images, music, and text - including recent advances such as StyleGAN2, Jukebox and GPT-3. This one-day workshop broadly explores issues in the applications of machine learning to creativity and design. We will look at algorithms for generation and creation of new media, engaging researchers building the next generation of generative models (GANs, RL, etc). We investigate the social and cultural impact of these new models, engaging researchers from HCI/UX communities and those using machine learning to develop new creative tools. In addition to covering the technical advances, we also address the ethical concerns ranging from the use of biased datasets to replicating artistic work. Finally, we’ll hear from some of the artists and musicians who are adopting machine learning including deep learning and reinforcement learning as part of their own artistic process. We aim to balance the technical issues and challenges of applying the latest generative models to creativity and design with philosophical and cultural issues that surround this area of research.
Schedule
Sat 5:15 a.m. - 5:30 a.m.
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Introduction and Art Gallery Overview
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Introduction
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Luba Elliott 🔗 |
Sat 5:30 a.m. - 6:30 a.m.
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Poster Session 1 ( Poster Session ) > link | 🔗 |
Sat 6:30 a.m. - 6:56 a.m.
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Farewell to Fart: Working with generated text in the age of huge neural nets
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Invited Talk
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SlidesLive Video |
Janelle Shane 🔗 |
Sat 6:56 a.m. - 7:21 a.m.
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Artist+AI: Figures&Form
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Invited Talk
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SlidesLive Video |
Scott Eaton 🔗 |
Sat 7:21 a.m. - 7:40 a.m.
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Artificial biodiversity
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Invited Talk
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SlidesLive Video |
Sofia Crespo 🔗 |
Sat 7:40 a.m. - 8:00 a.m.
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Art Showcase 1
SlidesLive Video |
Luba Elliott 🔗 |
Sat 8:00 a.m. - 8:30 a.m.
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Panel Discussion 1
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Panel Discussion
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Luba Elliott · Janelle Shane · Sofia Crespo · Scott Eaton · Adam Roberts · Angela Fan 🔗 |
Sat 8:30 a.m. - 9:15 a.m.
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Social 1 ( Social ) > link | 🔗 |
Sat 9:15 a.m. - 9:46 a.m.
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magenta: Empowering Creative Agency with Machine Learning
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Invited Talk
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SlidesLive Video |
Jesse Engel 🔗 |
Sat 9:46 a.m. - 10:20 a.m.
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Art Showcase 2
SlidesLive Video |
Holly Grimm 🔗 |
Sat 10:20 a.m. - 10:47 a.m.
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Computation and the Human Visual Perception of Art
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Invited Talk
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SlidesLive Video |
Aaron Hertzmann 🔗 |
Sat 10:47 a.m. - 11:09 a.m.
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LIGHT: Language in Games with Humans and Text
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Invited Talk
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SlidesLive Video |
Angela Fan 🔗 |
Sat 11:09 a.m. - 11:35 a.m.
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Not the Only One
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Invited Talk
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SlidesLive Video |
Stephanie Dinkins 🔗 |
Sat 11:35 a.m. - 11:50 a.m.
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Art Showcase 1
SlidesLive Video |
Luba Elliott 🔗 |
Sat 11:50 a.m. - 12:00 p.m.
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Audio-reactive Latent Interpolations with StyleGAN
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Contributed Talk
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SlidesLive Video |
Hans Brouwer 🔗 |
Sat 12:00 p.m. - 12:10 p.m.
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Towards realistic MIDI instrument synthesizers
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Contributed Talk
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SlidesLive Video |
Rodrigo Castellon 🔗 |
Sat 12:10 p.m. - 12:20 p.m.
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Creative Sketch Generation
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Contributed Talk
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SlidesLive Video |
Songwei Ge 🔗 |
Sat 12:20 p.m. - 12:30 p.m.
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Agence: an interactive film exploring multi-agent systems and human agency
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Contributed Talk
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SlidesLive Video |
Dante Camarena 🔗 |
Sat 12:30 p.m. - 12:45 p.m.
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Art Showcase 2
SlidesLive Video |
Holly Grimm 🔗 |
Sat 12:45 p.m. - 1:45 p.m.
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Poster Session 2 ( Poster Session ) > link | 🔗 |
Sat 1:45 p.m. - 2:15 p.m.
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Panel Discussion 2
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Panel Discussion
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Tom White · Jesse Engel · Aaron Hertzmann · Stephanie Dinkins · Holly Grimm 🔗 |
Sat 2:15 p.m. - 3:00 p.m.
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Social 2 ( Social ) > link | 🔗 |
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Latent Space Oddity: Exploring Latent Spaces to Design Guitar Timbres
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Poster
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SlidesLive Video |
Jason Taylor 🔗 |
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Colorization Transformer
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Poster
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SlidesLive Video |
Manoj Kumar 🔗 |
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Diptychs of human and machine perceptions
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Poster
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SlidesLive Video |
Vivien Cabannes 🔗 |
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GANterpretations
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Poster
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SlidesLive Video |
Pablo Samuel Castro 🔗 |
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Generating Novel Glyph without Human Data by Learning to Communicate
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Poster
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SlidesLive Video |
Seung-won Park 🔗 |
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Text to Dialog: Using Semantic Similarity to Extend Narrative Immersion in Virtual Worlds
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Poster
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SlidesLive Video |
Sherol Chen 🔗 |
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TräumerAI: Dreaming Music with StyleGAN
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Poster
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SlidesLive Video |
Dasaem Jeong 🔗 |
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Weird AI Yankovic: Generating Parody Lyrics
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Poster
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SlidesLive Video |
Mark Riedl 🔗 |
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White-box Audio VST Effect Programming
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Poster
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SlidesLive Video |
Christopher Mitcheltree 🔗 |
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A Note on Data Biases in Generative Models
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Poster
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SlidesLive Video |
Patrick Esser 🔗 |
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Horses With Blue Jeans - Creating New Worlds by Rewriting a GAN
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Poster
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SlidesLive Video |
David Bau 🔗 |
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Latent Compass
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Poster
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SlidesLive Video |
Sarah Schwettmann 🔗 |
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Transformer-GAN: Symbolic music generation using a learned loss
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Poster
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SlidesLive Video |
Aashiq Muhamed 🔗 |
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Choreo-Graph: Learning Latent Graph Representations of the Dancing Body
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Poster
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SlidesLive Video |
Mariel Pettee 🔗 |
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LiveGAN
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Poster
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SlidesLive Video |
Cameron Smith 🔗 |
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Randomized Overdrive Neural Networks
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Poster
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SlidesLive Video |
Christian Steinmetz 🔗 |
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Resolution Dependent GAN Interpolation for Controllable Image Synthesis Between Domains
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Poster
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SlidesLive Video |
Justin Pinkney 🔗 |
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A Framework and Dataset for Abstract Art Generation via CalligraphyGAN
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Poster
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SlidesLive Video |
Jinggang Zhuo 🔗 |
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Mask-Guided Discovery of Semantic Manifolds in Generative Models
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Poster
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SlidesLive Video |
Mengyu Yang 🔗 |
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Network Bending Neural Vocoders
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Poster
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SlidesLive Video |
Louis McCallum 🔗 |
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Copyspace: Where to Write on Images
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Poster
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SlidesLive Video |
Jessica Lundin 🔗 |
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Musical Diary - AI Application for Music Making and Journaling
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Poster
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SlidesLive Video |
Suyash Joshi 🔗 |
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Painting from Music using Neural Visual StyleTransfer
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Poster
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SlidesLive Video |
Prateek Verma · Ingrid Odlen · pamela Davis kivelson · Constantin Basica 🔗 |
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Spatial Assembly:Generative Architecture With Reinforcement Learning, Self Play and Tree Search
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Poster
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SlidesLive Video |
Panagiotis Tigas 🔗 |
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Behaviour Aesthetics of Reinforcement Learning in a Robotic Art Installation
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Poster
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SlidesLive Video |
Sofian Audry · Rosalie D Gagne · Hugo Scurto 🔗 |
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A Speech-Based Music Composition Tool with Transformer
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Poster
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SlidesLive Video |
Jason d'Eon 🔗 |
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Image Generation With Neural Cellular Automatas
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Poster
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SlidesLive Video |
Mingxiang Chen 🔗 |
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Neural Style Transfer for Casual Creation
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Poster
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SlidesLive Video |
Simon Colton 🔗 |