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The ability of intelligent agents to play games in human-like fashion is popularly considered a benchmark of progress in Artificial Intelligence. Similarly, performance on multi-disciplinary tasks such as Visual Question Answering (VQA) is…

Computer Vision and Pattern Recognition · Computer Science 2018-01-30 Ravi Kiran Sarvadevabhatla , Shiv Surya , Trisha Mittal , Venkatesh Babu Radhakrishnan

Allowing users to interact through language borders is an interesting challenge for information technology. For the purpose of a computer assisted language learning system, we have chosen icons for representing meaning on the input…

Computation and Language · Computer Science 2007-05-23 Pascal Vaillant

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…

Human-Computer Interaction · Computer Science 2025-01-24 John Joon Young Chung , Melissa Roemmele , Max Kreminski

We formally introduce a improvisational wordplay game called Connections to explore reasoning capabilities of AI agents. Playing Connections combines skills in knowledge retrieval, summarization and awareness of cognitive states of other…

Artificial Intelligence · Computer Science 2026-04-02 Gaurav Rajesh Parikh , Angikar Ghosal

Meaningful human-AI collaboration requires more than processing language; it demands a deeper understanding of symbols and their socially constructed meanings. While humans naturally interpret symbols through social interaction, AI systems…

Artificial Intelligence · Computer Science 2025-10-08 Reza Habibi , Seung Wan Ha , Zhiyu Lin , Atieh Kashani , Ala Shafia , Lakshana Lakshmanarajan , Chia-Fang Chung , Magy Seif El-Nasr

Learning to communicate through interaction, rather than relying on explicit supervision, is often considered a prerequisite for developing a general AI. We study a setting where two agents engage in playing a referential game and, from…

Machine Learning · Computer Science 2017-11-07 Serhii Havrylov , Ivan Titov

Visual metaphors are powerful rhetorical devices used to persuade or communicate creative ideas through images. Similar to linguistic metaphors, they convey meaning implicitly through symbolism and juxtaposition of the symbols. We propose a…

Computation and Language · Computer Science 2023-07-17 Tuhin Chakrabarty , Arkadiy Saakyan , Olivia Winn , Artemis Panagopoulou , Yue Yang , Marianna Apidianaki , Smaranda Muresan

As generative AI becomes more prevalent, it is important to study how human users interact with such models. In this work, we investigate how people use text-to-image models to generate desired target images. To study this interaction, we…

Artificial Intelligence · Computer Science 2024-06-18 Kailas Vodrahalli , James Zou

We propose a new form of human-machine interaction. It is a pictorial game consisting of interactive rounds of creation between artists and a machine. They repetitively paint one after the other. At its rounds, the computer partially…

Graphics · Computer Science 2021-02-16 Vivien Cabannes , Thomas Kerdreux , Louis Thiry , Tina Campana , Charly Ferrandes

Humans communicate with graphical sketches apart from symbolic languages. Primarily focusing on the latter, recent studies of emergent communication overlook the sketches; they do not account for the evolution process through which symbolic…

Computation and Language · Computer Science 2023-02-27 Shuwen Qiu , Sirui Xie , Lifeng Fan , Tao Gao , Jungseock Joo , Song-Chun Zhu , Yixin Zhu

In this work, we propose a goal-driven collaborative task that combines language, perception, and action. Specifically, we develop a Collaborative image-Drawing game between two agents, called CoDraw. Our game is grounded in a virtual world…

Computer Vision and Pattern Recognition · Computer Science 2019-06-05 Jin-Hwa Kim , Nikita Kitaev , Xinlei Chen , Marcus Rohrbach , Byoung-Tak Zhang , Yuandong Tian , Dhruv Batra , Devi Parikh

Despite the surprising power of many modern AI systems that often learn their own representations, there is significant discontent about their inscrutability and the attendant problems in their ability to interact with humans. While…

Artificial Intelligence · Computer Science 2021-12-13 Subbarao Kambhampati , Sarath Sreedharan , Mudit Verma , Yantian Zha , Lin Guan

Figures of speech such as metaphors, similes, and idioms are integral parts of human communication. They are ubiquitous in many forms of discourse, allowing people to convey complex, abstract ideas and evoke emotion. As figurative forms are…

Computation and Language · Computer Science 2023-11-28 Ron Yosef , Yonatan Bitton , Dafna Shahaf

While we do not always use words, communicating what we want to an AI is a conversation -- with ourselves as well as with it, a recurring loop with optional steps depending on the complexity of the situation and our request. Any given…

Human-Computer Interaction · Computer Science 2023-09-06 Elena L. Glassman

What if the patterns hidden within dialogue reveal more about communication than the words themselves? We introduce Conversational DNA, a novel visual language that treats any dialogue -- whether between humans, between human and AI, or…

Human-Computer Interaction · Computer Science 2025-08-12 Baihan Lin

Character design in games involves interdisciplinary collaborations, typically between designers who create the narrative content, and illustrators who realize the design vision. However, traditional workflows face challenges in…

Human-Computer Interaction · Computer Science 2025-08-19 Long Ling , Xinyi Chen , Ruoyu Wen , Toby Jia-Jun Li , Ray LC

From photorealistic sketches to schematic diagrams, drawing provides a versatile medium for communicating about the visual world. How do images spanning such a broad range of appearances reliably convey meaning? Do viewers understand…

Computer Vision and Pattern Recognition · Computer Science 2021-09-29 Robert D. Hawkins , Megumi Sano , Noah D. Goodman , Judith E. Fan

The ability to combine linguistic guidance from others with direct experience is central to human development, enabling safe and rapid learning in new environments. How do people integrate these two sources of knowledge, and how might AI…

Artificial Intelligence · Computer Science 2026-02-19 Cédric Colas , Tracey Mills , Ben Prystawski , Michael Henry Tessler , Noah Goodman , Jacob Andreas , Joshua Tenenbaum

Despite many recent advancements in language modeling, state-of-the-art language models lack grounding in the real world and struggle with tasks involving complex reasoning. Meanwhile, advances in the symbolic reasoning capabilities of AI…

Computation and Language · Computer Science 2022-12-19 Andrew Lee , David Wu , Emily Dinan , Mike Lewis

In visual instruction-following dialogue games, players can engage in repair mechanisms in face of an ambiguous or underspecified instruction that cannot be fully mapped to actions in the world. In this work, we annotate Instruction…

Computation and Language · Computer Science 2023-03-01 Brielen Madureira , David Schlangen
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