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Recurrent Neural Networks are an effective and prevalent tool used to model sequential data such as natural language text. However, their deep nature and massive number of parameters pose a challenge for those intending to study precisely…

Computation and Language · Computer Science 2020-08-18 Lindsey Sawatzky , Steven Bergner , Fred Popowich

Text-guided synthesis of images has made a giant leap towards becoming a mainstream phenomenon. With text-to-image generation systems, anybody can create digital images and artworks. This provokes the question of whether text-to-image…

Human-Computer Interaction · Computer Science 2022-11-01 Jonas Oppenlaender

The latent space of many generative models are rich in unexplored valleys and mountains. The majority of tools used for exploring them are so far limited to Graphical User Interfaces (GUIs). While specialized hardware can be used for this…

Computer Vision and Pattern Recognition · Computer Science 2024-11-12 Diego Porres

We present a system for identifying conceptual shifts between visual categories, which will form the basis for a co-creative drawing system to help users draw more creative sketches. The system recognizes human sketches and matches them to…

Machine Learning · Computer Science 2018-01-12 Pegah Karimi , Nicholas Davis , Kazjon Grace , Mary Lou Maher

Generative AI, i.e., the group of technologies that automatically generate visual or written content based on text prompts, has undergone a leap in complexity and become widely available within just a few years. Such technologies…

Human-Computer Interaction · Computer Science 2023-03-17 Nanna Inie , Jeanette Falk , Steven Tanimoto

Recent deep generative models are able to provide photo-realistic images as well as visual or textual content embeddings useful to address various tasks of computer vision and natural language processing. Their usefulness is nevertheless…

Machine Learning · Computer Science 2020-01-29 Antoine Plumerault , Hervé Le Borgne , Céline Hudelot

Text-to-image model personalization aims to introduce a user-provided concept to the model, allowing its synthesis in diverse contexts. However, current methods primarily focus on the case of learning a single concept from multiple images…

Computer Vision and Pattern Recognition · Computer Science 2023-12-14 Omri Avrahami , Kfir Aberman , Ohad Fried , Daniel Cohen-Or , Dani Lischinski

We examine "vibe coding": an emerging programming paradigm where developers primarily write code by interacting with code-generating large language models rather than writing code directly. We present the first empirical study of vibe…

Human-Computer Interaction · Computer Science 2025-10-06 Advait Sarkar , Ian Drosos

Nowadays, technological advances have influenced all human activities, creating new dynamics and ways of communication. In this context, some artists have incorporated these advances in their creative process, giving rise to unique…

Human-Computer Interaction · Computer Science 2021-08-13 Ricardo Andres Diaz Rincon

Generative adversarial nets (GANs) have been successfully applied in many fields like image generation, inpainting, super-resolution and drug discovery, etc., by now, the inner process of GANs is far from been understood. To get deeper…

Computer Vision and Pattern Recognition · Computer Science 2020-07-24 Ziqiang Li , Rentuo Tao , Hongjing Niu , Bin Li

Infinite canvas platforms are becoming central to contemporary design practice, enabling designers to externalize cognition through the spatial arrangement of multimodal artifacts. As AI agents increasingly generate and organize content…

Human-Computer Interaction · Computer Science 2026-03-13 Yejin Yun , Seung Won Lee , Jiin Choi , Kyung Hoon Hyun

Organizations across various industries are still exploring the potential of Generative Artificial Intelligence (GenAI) to enhance knowledge work. While innovation is often viewed as a product of individual creativity, it more commonly…

Human-Computer Interaction · Computer Science 2025-05-30 Camille Grange , Theophile Demazure , Mickael Ringeval , Simon Bourdeau , Cedric Martineau

Recent works have shown Generative Adversarial Networks (GANs) to be particularly effective in image-to-image translations. However, in tasks such as body pose and hand gesture translation, existing methods usually require precise…

Computer Vision and Pattern Recognition · Computer Science 2019-11-11 Yahui Liu , Marco De Nadai , Gloria Zen , Nicu Sebe , Bruno Lepri

We focus on the self-supervised discovery of manipulation concepts that can be adapted and reassembled to address various robotic tasks. We propose that the decision to conceptualize a physical procedure should not depend on how we name it…

Robotics · Computer Science 2024-04-17 Ruizhe Liu , Qian Luo , Yanchao Yang

As Generative AI systems increasingly engage in long-term, personal, and relational interactions, human-AI engagements are becoming significantly complex, making them more challenging to understand and govern. These Interactive AI systems…

Computers and Society · Computer Science 2025-08-26 Yulu Pi , Cagatay Turkay , Daniel Bogiatzis-Gibbons

Generative Artificial Intelligence (GenAI) has emerged as a fundamental component of intelligent interactive systems, enabling the automatic generation of multimodal media content. The continuous enhancement in the quality of Artificial…

Human-Computer Interaction · Computer Science 2024-07-23 Yongquan Hu , Dawen Zhang , Mingyue Yuan , Kaiqi Xian , Don Samitha Elvitigala , June Kim , Gelareh Mohammadi , Zhenchang Xing , Xiwei Xu , Aaron Quigley

Experiential AI is proposed as a new research agenda in which artists and scientists come together to dispel the mystery of algorithms and make their mechanisms vividly apparent. It addresses the challenge of finding novel ways of opening…

Computers and Society · Computer Science 2019-08-08 Drew Hemment , Ruth Aylett , Vaishak Belle , Dave Murray-Rust , Ewa Luger , Jane Hillston , Michael Rovatsos , Frank Broz

Artificial intelligence systems are increasingly integrated into writing processes, challenging traditional notions of authorship, responsibility, and intellectual contribution. Current disclosure practices usually indicate whether AI was…

Computers and Society · Computer Science 2026-04-29 Geraldo Xexéo

Generative AI (GenAI) systems are inherently non-deterministic, producing varied outputs even for identical inputs. While this variability is central to their appeal, it challenges established HCI evaluation practices that typically assume…

Human-Computer Interaction · Computer Science 2026-01-30 Hyerim Park , Khanh Huynh , Malin Eiband , Jeremy Dillmann , Sven Mayer , Michael Sedlmair

Generative AI (GenAI) is transforming the creativity process. However, as presented in this paper, GenAI encounters "narrow creativity" barriers. We observe that both humans and GenAI focus on limited subsets of the design space. We…

Human-Computer Interaction · Computer Science 2025-02-12 Runlin Duan , Shao-Kang Hsia , Yuzhao Chen , Yichen Hu , Ming Yin , Karthik Ramani