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Related papers: Towards Effective Human-in-the-Loop Assistive AI A…

200 papers

To enable effective human-AI collaboration, merely optimizing AI performance without considering human factors is insufficient. Recent research has shown that designing AI agents that take human behavior into account leads to improved…

Artificial Intelligence · Computer Science 2025-05-21 Guanghui Yu , Robert Kasumba , Chien-Ju Ho , William Yeoh

Assistive agents should make humans' lives easier. Classically, such assistance is studied through the lens of inverse reinforcement learning, where an assistive agent (e.g., a chatbot, a robot) infers a human's intention and then selects…

Artificial Intelligence · Computer Science 2025-01-17 Vivek Myers , Evan Ellis , Sergey Levine , Benjamin Eysenbach , Anca Dragan

AI-enabled decision-support systems aim to help medical providers rapidly make decisions with limited information during medical emergencies. A critical challenge in developing these systems is supporting providers in interpreting the…

In many real world contexts, successful human-AI collaboration requires humans to productively integrate complementary sources of information into AI-informed decisions. However, in practice human decision-makers often lack understanding of…

Human-Computer Interaction · Computer Science 2023-01-30 Kenneth Holstein , Maria De-Arteaga , Lakshmi Tumati , Yanghuidi Cheng

The recent rapid advancement of machine learning has been driven by increasingly powerful models with the growing availability of training data and computational resources. However, real-time decision-making tasks with limited time and…

Machine Learning · Computer Science 2024-10-22 Lingyu Zhang , Zhengran Ji , Nicholas R Waytowich , Boyuan Chen

While human-AI collaboration has been a longstanding goal and topic of study for computational research, the emergence of increasingly naturalistic generative AI language models has greatly inflected the trajectory of such research. In this…

Human-Computer Interaction · Computer Science 2025-03-11 Elizabeth Anne Watkins , Emanuel Moss , Giuseppe Raffa , Lama Nachman

With humans interacting with AI-based systems at an increasing rate, it is necessary to ensure the artificial systems are acting in a manner which reflects understanding of the human. In the case of humans and artificial AI agents operating…

Human-Computer Interaction · Computer Science 2023-02-03 Andrew Fuchs , Andrea Passarella , Marco Conti

Despite recent advances in the field of explainable artificial intelligence systems, a concrete quantitative measure for evaluating the usability of such systems is nonexistent. Ensuring the success of an explanatory interface in…

Human-Computer Interaction · Computer Science 2020-10-26 Byung Hyung Kim , Seunghun Koh , Sejoon Huh , Sungho Jo , Sunghee Choi

This paper addresses the problem of synthesizing the behavior of an AI agent that provides proactive task assistance to a human in settings like factory floors where they may coexist in a common environment. Unlike in the case of requested…

Artificial Intelligence · Computer Science 2021-09-07 Anagha Kulkarni , Siddharth Srivastava , Subbarao Kambhampati

An effective human-robot collaborative process results in the reduction of the operator's workload, promoting a more efficient, productive, safer and less error-prone working environment. However, the implementation of collaborative robots…

Robotics · Computer Science 2024-03-11 Miguel Neves , Laura Duarte , Pedro Neto

Communication between humans and artificial agents is essential for their interaction. This is often inspired by human communication, which uses gestures, facial expressions, gaze direction, and other explicit and implicit means. This work…

Robotics · Computer Science 2026-02-26 Ana Christina Almada Campos , Bruno Vilhena Adorno

When humans work together to complete a joint task, each person builds an internal model of the situation and how it will evolve. Efficient collaboration is dependent on how these individual models overlap to form a shared mental model…

Robotics · Computer Science 2022-08-26 Wesley P. Chan , Morgan Crouch , Khoa Hoang , Charlie Chen , Nicole Robinson , Elizabeth Croft

The ability to adapt to physical actions and constraints in an environment is crucial for embodied agents (e.g., robots) to effectively collaborate with humans. Such physically grounded human-AI collaboration must account for the increased…

Machine Learning · Computer Science 2025-09-30 Xuhui Kang , Sung-Wook Lee , Haolin Liu , Yuyan Wang , Yen-Ling Kuo

One difficulty in using artificial agents for human-assistive applications lies in the challenge of accurately assisting with a person's goal(s). Existing methods tend to rely on inferring the human's goal, which is challenging when there…

Artificial Intelligence · Computer Science 2021-01-11 Yuqing Du , Stas Tiomkin , Emre Kiciman , Daniel Polani , Pieter Abbeel , Anca Dragan

Agentic AI represents a significant shift in how intelligence is applied within organizations, moving beyond AI-assisted tools toward autonomous systems capable of reasoning, decision-making, and coordinated action across workflows. As…

Agentic AI systems that autonomously perform service tasks are entering customer service operations. However, limited evidence exists on how human interventions shape service outcomes when agentic AI failures create both cognitive and…

Human-Computer Interaction · Computer Science 2026-05-15 Yiwei Wang , Chuan Zhu , Tianjun Feng , Lauren Xiaoyuan Lu , Bingxin Jia

Amid ongoing policy and managerial debates on keeping humans in the loop of AI decision-making, we investigate whether human involvement in AI-based service production benefits downstream consumers. Partnering with a large savings bank in…

General Economics · Economics 2025-06-05 Cathy , Yang , Kevin Bauer , Xitong Li , Oliver Hinz

Home assistant chat-bots, self-driving cars, drones or automated negotiations are some of the several examples of autonomous (artificial) agents that have pervaded our society. These agents enable the automation of multiple tasks, saving…

Human-Computer Interaction · Computer Science 2021-03-16 Elias Fernández Domingos , Inês Terrucha , Rémi Suchon , Jelena Grujić , Juan C. Burguillo , Francisco C. Santos , Tom Lenaerts

Emotions have a major interactive role in defining how humans interact with their environment by encoding their perception to external events and accordingly, influencing their cognition and decision-making process. Therefore, increasing…

Human-Computer Interaction · Computer Science 2021-03-30 Mustaffa Alfatlawi

Code review is a critical software engineering practice where developers review code changes before integration to ensure code quality, detect defects, and improve maintainability. In recent years, AI agents that can understand code…

Software Engineering · Computer Science 2026-03-18 Suzhen Zhong , Shayan Noei , Ying Zou , Bram Adams