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ACM Transactions on Interactive Intelligent SystemsJust Accepted
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The below articles have been recently accepted to the journal and are currently in the production process. These Author’s Accepted Manuscripts (AAM) will be available for preview until the “Version of Record” is available and assigned to its proper issue. The AAM carries the article’s permanent DOI and can be cited immediately.
research-article
Free
August 2024
JUST ACCEPTED
Exploring the Effects of Self-correction Behavior of an Intelligent Virtual Character during a Jigsaw Puzzle Co-solving Task

Although researchers have explored how humans perceive the intelligence of virtual characters, few studies have focused on the ability of intelligent virtual characters to fix their mistakes. Thus, we explored the self-correction behavior of a virtual ...

research-article
Free
August 2024
JUST ACCEPTED
Understanding Trust and Reliance Development in AI Advice: Assessing Model Accuracy, Model Explanations, and Experiences from Previous Interactions.

People are increasingly interacting with AI systems, but successful interactions depend on people trusting these systems only when appropriate. Since neither gaining trust in AI advice nor restoring lost trust after AI mistakes is warranted, we seek to ...

research-article
Free
August 2024
JUST ACCEPTED
“I Want It That Way”: Enabling Interactive Decision Support Using Large Language Models and Constraint Programming

A critical factor in the success of many decision support systems is the accurate modeling of user preferences. Psychology research has demonstrated that users often develop their preferences during the elicitation process, highlighting the pivotal role ...

research-article
Free
June 2024
JUST ACCEPTED
Categorical and Continuous Features in Counterfactual Explanations of AI Systems

Recently, eXplainable AI (XAI) research has focused on the use of counterfactual explanations to address interpretability, algorithmic recourse, and bias in AI system decision-making. The developers of these algorithms claim they meet user requirements in ...

research-article
Free
June 2024
JUST ACCEPTED
AutoRL X: Automated Reinforcement Learning on the Web

Reinforcement Learning (RL) is crucial in decision optimization, but its inherent complexity often presents challenges in interpretation and communication. Building upon AutoDOViz — an interface that pushed the boundaries of Automated RL for Decision ...

research-article
Free
May 2024
JUST ACCEPTED
Accelerating Scientific Paper Skimming with Augmented Intelligence Through Customizable Faceted Highlights

Scholars need to keep up with an exponentially increasing flood of scientific papers. To aid this challenge, we introduce Scim, a novel intelligent interface that helps scholars skim papers to rapidly review and gain a cursory understanding of its ...

research-article
Free
May 2024
JUST ACCEPTED
Measuring User Experience Inclusivity in Human-AI Interaction via Five User Problem-Solving Styles

Motivations: Recent research has emerged on generally how to improve AI products’ Human-AI Interaction (HAI) User Experience (UX), but relatively little is known about HAI-UX inclusivity. For example, what kinds of users are supported, and who are left ...

research-article
Free
March 2024
JUST ACCEPTED
Insights into Natural Language Database Query Errors: From Attention Misalignment to User Handling Strategies

Querying structured databases with natural language (NL2SQL) has remained a difficult problem for years. Recently, the advancement of machine learning (ML), natural language processing (NLP), and large language models (LLM) have led to significant ...