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- keynoteMarch 2022
Provably Beneficial Artificial Intelligence
IUI '22: Proceedings of the 27th International Conference on Intelligent User InterfacesPage 3https://doi.org/10.1145/3490099.3519388As AI advances in capabilities and moves into the real world, its potential to benefit humanity seems limitless. Yet we see serious problems including racial and gender bias, manipulation by social media, and an arms race in lethal autonomous weapons. ...
- keynoteMarch 2022
From Social to Prosocial Machines: A New Challenge for AI
IUI '22: Proceedings of the 27th International Conference on Intelligent User InterfacesPage 2https://doi.org/10.1145/3490099.3519387Throughout the past few years, artificial intelligence (AI) has become increasingly more present in our daily lives. A myriad of settings became the stage for AI applications, such as factories, roads, houses, hospitals and even schools. Given these new ...
- research-articleMarch 2022
GridBook: Natural Language Formulas for the Spreadsheet Grid
IUI '22: Proceedings of the 27th International Conference on Intelligent User InterfacesPages 345–368https://doi.org/10.1145/3490099.3511161Writing formulas on the spreadsheet grid is arguably the most widely practiced form of programming. Still, studies highlight the difficulties experienced by end-user programmers when learning and using traditional formulas, especially for slightly ...
- research-articleMarch 2022
Interpretable Aesthetic Analysis Model for Intelligent Photography Guidance Systems
IUI '22: Proceedings of the 27th International Conference on Intelligent User InterfacesPages 661–671https://doi.org/10.1145/3490099.3511155An aesthetics evaluation model is at the heart of predicting users’ aesthetic experience and developing user interfaces with higher quality. However, previous methods on aesthetic evaluation largely ignore the interpretability of the model and are ...
- research-articleMarch 2022
Brainwave-Augmented Eye Tracker: High-Frequency SSVEPs Improves Camera-Based Eye Tracking Accuracy
IUI '22: Proceedings of the 27th International Conference on Intelligent User InterfacesPages 258–276https://doi.org/10.1145/3490099.3511151In this work, we leverage neural mechanisms of visual attention to improve the accuracy of a commercial eye tracker through the analysis of electroencephalography (EEG) waves. Gaze targets were rendered in a computer screen with imperceptible flickering ...
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- research-articleMarch 2022
Differentiating Endogenous and Exogenous Attention Shifts Based on Fixation-Related Potentials
IUI '22: Proceedings of the 27th International Conference on Intelligent User InterfacesPages 243–257https://doi.org/10.1145/3490099.3511149Attentional shifts can occur voluntarily (endogenous control) or reflexively (exogenous control). Previous studies have shown that the neural mechanisms underlying these shifts produce different activity patterns in the brain. Changes in visual-spatial ...
- research-articleMarch 2022
Emotion Recognition in Conversations Using Brain and Physiological Signals
- Nastaran Saffaryazdi,
- Yenushka Goonesekera,
- Nafiseh Saffaryazdi,
- Nebiyou Daniel Hailemariam,
- Ebasa Girma Temesgen,
- Suranga Nanayakkara,
- Elizabeth Broadbent,
- Mark Billinghurst
IUI '22: Proceedings of the 27th International Conference on Intelligent User InterfacesPages 229–242https://doi.org/10.1145/3490099.3511148Emotions are complicated psycho-physiological processes that are related to numerous external and internal changes in the body. They play an essential role in human-human interaction and can be important for human-machine interfaces. Automatically ...
- research-articleMarch 2022
NewsPod: Automatic and Interactive News Podcasts
IUI '22: Proceedings of the 27th International Conference on Intelligent User InterfacesPages 691–706https://doi.org/10.1145/3490099.3511147News podcasts are a popular medium to stay informed and dive deep into news topics. Today, most podcasts are handcrafted by professionals. In this work, we advance the state-of-the-art in automatically generated podcasts, making use of recent advances ...
- research-articleMarch 2022
iSEA: An Interactive Pipeline for Semantic Error Analysis of NLP Models
IUI '22: Proceedings of the 27th International Conference on Intelligent User InterfacesPages 878–888https://doi.org/10.1145/3490099.3511146Error analysis in NLP models is essential to successful model development and deployment. One common approach for diagnosing errors is to identify subpopulations in the dataset where the model produces the most errors. However, existing approaches ...
- research-articleMarch 2022
KWickChat: A Multi-Turn Dialogue System for AAC Using Context-Aware Sentence Generation by Bag-of-Keywords
IUI '22: Proceedings of the 27th International Conference on Intelligent User InterfacesPages 853–867https://doi.org/10.1145/3490099.3511145We present KWickChat (Keyword Quick Chat): a multi-turn augmentative and alternative communication (AAC) dialogue system for nonspeaking individuals with motor disabilities. The central objective of KWickChat is to reduce the communication gap between ...
- research-articleMarch 2022
Multimodal Driver Referencing: A Comparison of Pointing to Objects Inside and Outside the Vehicle
IUI '22: Proceedings of the 27th International Conference on Intelligent User InterfacesPages 483–495https://doi.org/10.1145/3490099.3511142Advanced in-cabin sensing technologies, especially vision based approaches, have tremendously progressed user interaction inside the vehicle, paving the way for new applications of natural user interaction. Just as humans use multiple modes to ...
- research-articleMarch 2022
Do People Engage Cognitively with AI? Impact of AI Assistance on Incidental Learning
IUI '22: Proceedings of the 27th International Conference on Intelligent User InterfacesPages 794–806https://doi.org/10.1145/3490099.3511138When people receive advice while making difficult decisions, they often make better decisions in the moment and also increase their knowledge in the process. However, such incidental learning can only occur when people cognitively engage with the ...
- research-articleMarch 2022
Crowdsourcing Thumbnail Captions via Time-Constrained Methods
IUI '22: Proceedings of the 27th International Conference on Intelligent User InterfacesPages 36–48https://doi.org/10.1145/3490099.3511136Speech interfaces, such as personal assistants and screen readers, employ captions to allow users to consume images; however, there is typically only one caption available per image, which may not be adequate for all settings (e.g., browsing large ...
- research-articleMarch 2022
A Dialogue-Based Interface for Active Learning of Activities of Daily Living
IUI '22: Proceedings of the 27th International Conference on Intelligent User InterfacesPages 820–831https://doi.org/10.1145/3490099.3511130While Human Activity Recognition (HAR) systems may benefit from Active Learning (AL) by allowing users to self-annotate their Activities of Daily Living (ADLs), many proposed methods for collecting such annotations are for short-term data collection ...
- research-articleMarch 2022Honorable Mention
Estimating 3D Finger Pose via 2D-3D Fingerprint Matching
IUI '22: Proceedings of the 27th International Conference on Intelligent User InterfacesPages 459–469https://doi.org/10.1145/3490099.3511123Touchscreens have become the primary input devices for smartphones, tablet computers, and other intelligent devices over the past decades. While for the most pervasive commercial devices, only 2D touch positions on the screen are utilized as interaction ...
- research-articleMarch 2022Best Paper
Deep Learning Uncertainty in Machine Teaching
IUI '22: Proceedings of the 27th International Conference on Intelligent User InterfacesPages 173–190https://doi.org/10.1145/3490099.3511117Machine Learning models can output confident but incorrect predictions. To address this problem, ML researchers use various techniques to reliably estimate ML uncertainty, usually performed on controlled benchmarks once the model has been trained. We ...
- research-articleMarch 2022
Utilizing Core-Query for Context-Sensitive Ad Generation Based on Dialogue
IUI '22: Proceedings of the 27th International Conference on Intelligent User InterfacesPages 734–745https://doi.org/10.1145/3490099.3511116In this work, we present a system that sequentially generates advertisements within the context of a dialogue. Advertisements tailored to the user have long been displayed on the digital signage in stores, on web pages, and on smartphone applications. ...
- research-articleMarch 2022
How Do People Rank Multiple Mutant Agents?
IUI '22: Proceedings of the 27th International Conference on Intelligent User InterfacesPages 191–211https://doi.org/10.1145/3490099.3511115Faced with several AI-powered sequential decision-making systems, how might someone choose on which to rely? For example, imagine car buyer Blair shopping for a self-driving car, or developer Dillon trying to choose an appropriate ML model to use in ...
- research-articleMarch 2022
Opportunities for Human-AI Collaboration in Remote Sighted Assistance
IUI '22: Proceedings of the 27th International Conference on Intelligent User InterfacesPages 63–78https://doi.org/10.1145/3490099.3511113Remote sighted assistance (RSA) has emerged as a conversational assistive technology for people with visual impairments (VI), where remote sighted agents provide realtime navigational assistance to users with visual impairments via video-chat-like ...
- research-articleMarch 2022
Efficiently correcting machine learning: considering the role of example ordering in human-in-the-loop training of image classification models
IUI '22: Proceedings of the 27th International Conference on Intelligent User InterfacesPages 584–593https://doi.org/10.1145/3490099.3511110Arguably the most popular application task in artificial intelligence is image classification using transfer learning. Transfer learning enables models pre-trained on general classes of images, available in large numbers, to be refined for a specific ...