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As AI agents take on increasingly long-running tasks involving sophisticated planning and execution, there is a corresponding need for novel interaction designs that enable deeper human-agent collaboration. However, most prior works…

Human-Computer Interaction · Computer Science 2026-02-19 K. J. Kevin Feng , Kevin Pu , Matt Latzke , Tal August , Pao Siangliulue , Jonathan Bragg , Daniel S. Weld , Amy X. Zhang , Joseph Chee Chang

Current evaluations of agents remain centered around one-shot task completion, failing to account for the inherently iterative and collaborative nature of many real-world problems, where human goals are often underspecified and evolve. We…

Studies of human-robot interaction in dynamic and unstructured environments show that as more advanced robotic capabilities are deployed, the need for cooperative competencies to support collaboration with human problem-holders increases.…

Robotics · Computer Science 2025-12-18 Martijn IJtsma , Salvatore Hargis

Despite rapid progress in autonomous web agents, human involvement remains essential for shaping preferences and correcting agent behavior as tasks unfold. However, current agentic systems lack a principled understanding of when and why…

Computation and Language · Computer Science 2026-03-02 Faria Huq , Zora Zhiruo Wang , Zhanqiu Guo , Venu Arvind Arangarajan , Tianyue Ou , Frank Xu , Shuyan Zhou , Graham Neubig , Jeffrey P. Bigham

Despite the growing interest in collaborative AI, designing systems that seamlessly integrate human input remains a major challenge. In this study, we developed a task to systematically examine human preferences for collaborative agents. We…

Artificial Intelligence · Computer Science 2025-10-28 Lukas William Mayer , Sheer Karny , Jackie Ayoub , Miao Song , Danyang Tian , Ehsan Moradi-Pari , Mark Steyvers

Multi-agent collaboration has emerged as a pivotal paradigm for addressing complex, distributed tasks in large language model (LLM)-driven applications. While prior research has focused on high-level architectural frameworks, the granular…

Multiagent Systems · Computer Science 2025-05-20 Haochun Wang , Sendong Zhao , Jingbo Wang , Zewen Qiang , Bing Qin , Ting Liu

As Artificial Intelligence (AI) increasingly becomes an active collaborator in co-creation, understanding the distribution and dynamic of agency is paramount. The Human-Computer Interaction (HCI) perspective is crucial for this analysis, as…

Human-Computer Interaction · Computer Science 2025-09-29 Shuning Zhang , Hui Wang , Xin Yi

Current AI writing support tools are largely designed for individuals, complicating collaboration when co-writers must leave the shared workspace to use AI and then communicate and reintegrate results. We propose integrating AI agents…

Human-Computer Interaction · Computer Science 2026-02-24 Florian Lehmann , Krystsina Shauchenka , Daniel Buschek

Human-AI collaboration is typically offered in one of two of user control levels: guidance, where the AI provides suggestions and the human makes the final decision, and delegation, where the AI acts autonomously within user-defined…

Human-Computer Interaction · Computer Science 2025-09-26 Avinash Ajit Nargund , Arthur Caetano , Kevin Yang , Rose Yiwei Liu , Philip Tezaur , Kriteen Shrestha , Qisen Pan , Tobias Höllerer , Misha Sra

Human computer interaction is shifting from screen-based systems to multimodal interfaces where artificial intelligence powered systems increasingly interpret user intent through speech, gesture, and gaze. Yet users rarely understand how…

Human-Computer Interaction · Computer Science 2026-05-05 Ankur Bhatt , Sven Mayer

Human-AI collaboration requires AI agents to understand human behavior for effective coordination. While advances in foundation models show promising capabilities in understanding and showing human-like behavior, their application in…

Robotics · Computer Science 2026-05-07 Shinas Shaji , Teena Chakkalayil Hassan , Sebastian Houben , Alex Mitrevski

Human-AI co-creativity involves humans and AI collaborating on a shared creative product as partners. In a creative collaboration, communication is an essential component among collaborators. In many existing co-creative systems users can…

Human-Computer Interaction · Computer Science 2022-06-07 Jeba Rezwana , Mary Lou Maher

Collaboration is a necessary skill to perform tasks that are beyond one agent's capabilities. Addressed extensively in both conventional and modern AI, multi-agent collaboration has often been studied in the context of simple grid worlds.…

Computer Vision and Pattern Recognition · Computer Science 2019-04-12 Unnat Jain , Luca Weihs , Eric Kolve , Mohammad Rastegari , Svetlana Lazebnik , Ali Farhadi , Alexander Schwing , Aniruddha Kembhavi

Machine learning has been applied to a number of creative, design-oriented tasks. However, it remains unclear how to best empower human users with these machine learning approaches, particularly those users without technical expertise. In…

Human-Computer Interaction · Computer Science 2019-03-26 Matthew Guzdial , Mark Riedl

Agentic AI increasingly intervenes proactively by inferring users' situations from contextual data yet often fails for lack of principled judgment about when, why, and whether to act. We address this gap by proposing a conceptual model that…

Artificial Intelligence · Computer Science 2026-02-27 Soyoung Jung , Daehoo Yoon , Sung Gyu Koh , Young Hwan Kim , Yehan Ahn , Sung Park

As full AI-based automation remains out of reach in most real-world applications, the focus has instead shifted to leveraging the strengths of both human and AI agents, creating effective collaborative systems. The rapid advances in this…

Human-Computer Interaction · Computer Science 2024-04-19 Steffen Holter , Mennatallah El-Assady

AI programming tools enable powerful code generation, and recent prototypes attempt to reduce user effort with proactive AI agents, but their impact on programming workflows remains unexplored. We introduce and evaluate Codellaborator, a…

Human-Computer Interaction · Computer Science 2025-09-09 Kevin Pu , Daniel Lazaro , Ian Arawjo , Haijun Xia , Ziang Xiao , Tovi Grossman , Yan Chen

Large language models are increasingly deployed in multi-agent systems to overcome context limitations by distributing information across agents. Yet whether agents can reliably compute with distributed information, rather than merely…

Multiagent Systems · Computer Science 2026-04-15 Yuzhe Zhang , Feiran Liu , Yi Shan , Xinyi Huang , Xin Yang , Yueqi Zhu , Xuxin Cheng , Cao Liu , Ke Zeng , Terry Jingchen Zhang , Wenyuan Jiang

Collective robotic systems are biologically inspired and advantageous due to their apparent global intelligence and emergent behaviors. Many applications can benefit from the incorporation of collectives, including environmental monitoring,…

Human-Computer Interaction · Computer Science 2020-09-22 Karina A. Roundtree , Jason R. Cody , Jennifer Leaf , H. Onan Demirel , Julie A. Adams

LLM agents increasingly present as conversational collaborators, yet human--agent teamwork remains brittle due to information asymmetry: users lack task-specific reliability cues, and agents rarely surface calibrated uncertainty or…

Human-Computer Interaction · Computer Science 2026-03-12 Xingrui Gu
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