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Reasoning is not just about solving problems -- it is also about evaluating which problems are worth solving at all. Evaluations of artificial intelligence (AI) systems primarily focused on problem solving, historically by studying how…

As humans, we experience the world with all our senses or modalities (sound, sight, touch, smell, and taste). We use these modalities, particularly sight and touch, to convey and interpret specific meanings. Multimodal expressions are…

Machine Learning · Computer Science 2022-05-17 Anirudh Sundar , Larry Heck

Text prompt is the most common way for human-generative AI (GenAI) communication. Though convenient, it is challenging to convey fine-grained and referential intent. One promising solution is to combine text prompts with precise GUI…

Human-Computer Interaction · Computer Science 2026-02-25 Leixian Shen , Yifang Wang , Huamin Qu , Xing Xie , Haotian Li

The advent of artificial intelligence (AI) and machine learning (ML) bring human-AI interaction to the forefront of HCI research. This paper argues that games are an ideal domain for studying and experimenting with how humans interact with…

Human-Computer Interaction · Computer Science 2021-01-19 Jichen Zhu , Jennifer Villareale , Nithesh Javvaji , Sebastian Risi , Mathias Löwe , Rush Weigelt , Casper Harteveld

Understanding social interactions involving both verbal and non-verbal cues is essential for effectively interpreting social situations. However, most prior works on multimodal social cues focus predominantly on single-person behaviors or…

Computer Vision and Pattern Recognition · Computer Science 2024-04-30 Sangmin Lee , Bolin Lai , Fiona Ryan , Bikram Boote , James M. Rehg

How humans interpret and produce images is influenced by the images we have been exposed to. Similarly, visual generative AI models are exposed to many training images and learn to generate new images based on this. Given the importance of…

Computers and Society · Computer Science 2025-09-23 Nanne van Noord , Noa Garcia

We attempt to automate various artistic processes by inventing a set of drawing games, analogous to the approach taken by emergent language research in inventing communication games. A critical difference is that drawing games demand much…

Artificial Intelligence · Computer Science 2020-12-11 Chrisantha Fernando , Daria Zenkova , Stanislav Nikolov , Simon Osindero

To build agents that can collaborate effectively with others, recent research has trained artificial agents to communicate with each other in Lewis-style referential games. However, this often leads to successful but uninterpretable…

Computation and Language · Computer Science 2022-01-11 Jesse Mu , Noah Goodman

Visual modes of communication are ubiquitous in modern life --- from maps to data plots to political cartoons. Here we investigate drawing, the most basic form of visual communication. Participants were paired in an online environment to…

Other Computer Science · Computer Science 2019-12-17 Judith Fan , Robert Hawkins , Mike Wu , Noah Goodman

Analogical reasoning is a powerful qualitative reasoning tool that enables humans to connect two situations, and to generalize their knowledge from familiar to novel situations. Cognitive Science research provides valuable insights into the…

Artificial Intelligence · Computer Science 2022-06-28 Thiloshon Nagarajah , Filip Ilievski , Jay Pujara

We introduce GuessWhat?!, a two-player guessing game as a testbed for research on the interplay of computer vision and dialogue systems. The goal of the game is to locate an unknown object in a rich image scene by asking a sequence of…

Artificial Intelligence · Computer Science 2017-02-08 Harm de Vries , Florian Strub , Sarath Chandar , Olivier Pietquin , Hugo Larochelle , Aaron Courville

Language carries thought and coordination among humans but rarely reaches further along the spectrum of diverse intelligence. Yet non-neural systems -- from gene regulatory networks and microbial consortia to fungi -- are increasingly…

Machine Learning · Computer Science 2026-05-19 Yanbo Zhang , Michael Levin

Drawing supports learning by externalizing mental models, but providing timely feedback at scale remains challenging. We present Draw2Learn, a system that explores how AI can act as a supportive teammate during drawing-based learning. The…

Human-Computer Interaction · Computer Science 2026-02-03 Yuqi Hang

Current visual question answering (VQA) tasks mainly consider answering human-annotated questions for natural images. However, aside from natural images, abstract diagrams with semantic richness are still understudied in visual…

Computer Vision and Pattern Recognition · Computer Science 2022-07-26 Pan Lu , Liang Qiu , Jiaqi Chen , Tony Xia , Yizhou Zhao , Wei Zhang , Zhou Yu , Xiaodan Liang , Song-Chun Zhu

Artificial intelligence (AI) and machine learning (ML) are increasingly integrated into the functioning of physical and digital products, creating unprecedented opportunities for interaction and functionality. However, there is a challenge…

Human-Computer Interaction · Computer Science 2023-10-03 Dave Murray-Rust , Maria Luce Lupetti , Iohanna Nicenboim , Wouter van der Hoog

Human thinking requires the brain to understand the meaning of language expression and to properly organize the thoughts flow using the language. However, current natural language processing models are primarily limited in the word…

Computation and Language · Computer Science 2019-06-04 Feng Qi , Wenchuan Wu

AI Advancements have augmented casual writing and story generation, but their usage poses challenges in collaborative storytelling. In role-playing games such as Dungeons & Dragons (D&D), composing prompts using generative AI requires a…

Human-Computer Interaction · Computer Science 2023-04-05 Jose Ma. Santiago , Richard Lance Parayno , Jordan Aiko Deja , Briane Paul V. Samson

Language models are increasingly deployed in interactive online environments, from personal chat assistants to domain-specific agents, raising questions about their cooperative and competitive behavior in multi-party settings. While prior…

Artificial Intelligence · Computer Science 2025-09-08 Mukul Singh , Arjun Radhakrishna , Sumit Gulwani

Visual communication often needs stylistically consistent icons that span concrete and abstract meanings, for use in diverse contexts. We present Iconix, a human-AI co-creative system that organizes icon generation along two axes: semantic…

Human-Computer Interaction · Computer Science 2026-02-03 Zhida Sun , Xiaodong Wang , Zhenyao Zhang , Min Lu , Dani Lischinski , Daniel Cohen-Or , Hui Huang

As increasingly complex AI systems are introduced into our daily lives, it becomes important for such systems to be capable of explaining the rationale for their decisions and allowing users to contest these decisions. A significant hurdle…

Artificial Intelligence · Computer Science 2022-03-22 Sarath Sreedharan , Utkarsh Soni , Mudit Verma , Siddharth Srivastava , Subbarao Kambhampati