mlsanityData to 7 Oct 2026

Toyteller: AI-powered Visual Storytelling Through Toy-Playing with Character Symbols

arXiv 2501.13284 ↗First posted 23 Jan 2025cs.HC cs.AI cs.CLcited by 6

Not on the map. Why?

Abstract (arXiv)

We introduce Toyteller, an AI-powered storytelling system where users generate a mix of story text and visuals by directly manipulating character symbols like they are toy-playing. Anthropomorphized symbol motions can convey rich and nuanced social interactions; Toyteller leverages these motions (1) to let users steer story text generation and (2) as a visual output format that accompanies story text. We enabled motion-steered text generation and text-steered motion generation by mapping motions and text onto a shared semantic space so that large language models and motion generation models can use it as a translational layer. Technical evaluations showed that Toyteller outperforms a competitive baseline, GPT-4o. Our user study identified that toy-playing helps express intentions difficult to verbalize. However, only motions could not express all user intentions, suggesting combining it with other modalities like language. We discuss the design space of toy-playing interactions and implications for technical HCI research on human-AI interaction.

Key facts. Cited by 6 papers in the map (data through 7 Oct 2026). Builds on 41 of its 87 references that are in the map. First posted on arXiv 23 Jan 2025.

Builds on

41 of 87 references.

References · 41

  1. 2017Attention Is All You Needcited by 59,932
  2. 2021Learning Transferable Visual Models From Natural Language Supervisioncited by 33,456
  3. 2019Sentence-BERT: Sentence Embeddings using Siamese BERT-Networkscited by 9,049
  4. 2022Hierarchical Text-Conditional Image Generation with CLIP Latentscited by 6,539
  5. 2022Photorealistic Text-to-Image Diffusion Models with Deep Language Understandingcited by 6,322
  6. 2022PaLM: Scaling Language Modeling with Pathwayscited by 5,304
  7. 2023Improved Baselines with Visual Instruction Tuningcited by 4,362
  8. 2021Prefix-Tuning: Optimizing Continuous Prompts for Generationcited by 3,878
  9. 2021The Power of Scale for Parameter-Efficient Prompt Tuningcited by 3,769
  10. 2023Generative Agents: Interactive Simulacra of Human Behaviorcited by 3,500
  11. 2019ViLBERT: Pretraining Task-Agnostic Visiolinguistic Representations for Vision-and-Language Taskscited by 2,219
  12. 2022Imagen Video: High Definition Video Generation with Diffusion Modelscited by 1,765
29 more
  1. 2022Fast Inference from Transformers via Speculative Decodingcited by 1,615
  2. 2019LXMERT: Learning Cross-Modality Encoder Representations from Transformerscited by 1,548
  3. 2023ImageBind: One Embedding Space To Bind Them Allcited by 1,162
  4. 2024Parameter-Efficient Fine-Tuning for Large Models: A Comprehensive Surveycited by 641
  5. 2021VideoCLIP: Contrastive Pre-training for Zero-shot Video-Text Understandingcited by 596
  6. 2023VideoPoet: A Large Language Model for Zero-Shot Video Generationcited by 479
  7. 2021PointCLIP: Point Cloud Understanding by CLIPcited by 461
  8. 2021AudioCLIP: Extending CLIP to Image, Text and Audiocited by 335
  9. 2023Make-An-Audio: Text-To-Audio Generation with Prompt-Enhanced Diffusion Modelscited by 323
  10. 2017A Neural Representation of Sketch Drawingscited by 311
  11. 2022AudioGen: Textually Guided Audio Generationcited by 292
  12. 2022CoAuthor: Designing a Human-AI Collaborative Writing Dataset for Exploring Language Model Capabilitiescited by 245
  13. 2022Co-Writing Screenplays and Theatre Scripts with Language Models: An Evaluation by Industry Professionalscited by 191
  14. 2016Visual Storytellingcited by 176
  15. 2024Homogenization Effects of Large Language Models on Human Creative Ideationcited by 127
  16. 2024Binding Touch to Everything: Learning Unified Multimodal Tactile Representationscited by 94
  17. 2024A Design Space for Intelligent and Interactive Writing Assistantscited by 76
  18. 2023TaleCrafter: Interactive Story Visualization with Multiple Characterscited by 71
  19. 2022POTATO: The Portable Text Annotation Toolcited by 64
  20. 2021Directed Diversity: Leveraging Language Embedding Distances for Collective Creativity in Crowd Ideationcited by 23
  21. 2024Patchview: LLM-Powered Worldbuilding with Generative Dust and Magnet Visualizationcited by 23
  22. 2024Creating Suspenseful Stories: Iterative Planning with Large Language Modelscited by 22
  23. 2023WorldSmith: Iterative and Expressive Prompting for World Building with a Generative AIcited by 13
  24. 2024Authors' Values and Attitudes Towards AI-bridged Scalable Personalization of Creative Language Artscited by 13
  25. 2023TaleStream: Supporting Story Ideation with Trope Knowledgecited by 9
  26. 2023Generating coherent comic with rich story using ChatGPT and Stable Diffusioncited by 6
  27. 2022Sketched Reality: Sketching Bi-Directional Interactions Between Virtual and Physical Worlds with AR and Actuated Tangible UIcited by 5
  28. 2024Metamorpheus: Interactive, Affective, and Creative Dream Narration Through Metaphorical Visual Storytellingcited by 4
  29. 2024"When He Feels Cold, He Goes to the Seahorse"-Blending Generative AI into Multimaterial Storymaking for Family Expressive Arts Therapycited by 3

Built on by

Cited by year (2026 to 7 Oct)

Citing papers per year: 2025: 2; 2026: 4.

6 papers.