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More and more robot automation applications have changed to wireless communication, and network performance has a growing impact on robotic systems. This study proposes a hardware-in-the-loop (HiL) simulation methodology for connecting the…

Robotics · Computer Science 2023-10-10 Honghao Lv , Zhibo Pang , Ming Xiao , Geng Yang

Regulations govern many aspects of citizens' daily lives. Governments and businesses routinely automate these in the form of coded rules (e.g., to check a citizen's eligibility for specific benefits). However, the path to automation is long…

A Human-in-the-Loop (HITL) approach leverages generative AI to enhance personalized learning by directly integrating student feedback into AI-generated solutions. Students critique and modify AI responses using predefined feedback tags,…

Human-Computer Interaction · Computer Science 2025-08-18 Bhavishya Tarun , Haoze Du , Dinesh Kannan , Edward F. Gehringer

Artificial Intelligence has rapidly become a cornerstone technology, significantly influencing Europe's societal and economic landscapes. However, the proliferation of AI also raises critical ethical, legal, and regulatory challenges. The…

Artificial intelligence systems increasingly operate in decision-critical environments where probabilistic outputs and Human-in-the-Loop (HITL) interactions reshape user engagement. Traditional user experience (UX) frameworks, designed for…

Human-Computer Interaction · Computer Science 2026-03-06 Nahal Mafi , Sahar Maleki , Babak Rahimi Ardabili , Hamed Tabkhi

While the role of humans is increasingly recognized in machine learning community, representation of and interaction with models in current human-in-the-loop machine learning (HITL-ML) approaches are too low-level and far-removed from…

Computation and Language · Computer Science 2021-09-17 Yiwei Yang , Eser Kandogan , Yunyao Li , Walter S. Lasecki , Prithviraj Sen

Agentic AI systems, powered by Large Language Models (LLMs), offer transformative potential for value co-creation in technical services. However, persistent challenges like hallucinations and operational brittleness limit their autonomous…

Human-Computer Interaction · Computer Science 2025-07-21 Jochen Wulf , Jurg Meierhofer , Frank Hannich

How can we design Natural Language Processing (NLP) systems that learn from human feedback? There is a growing research body of Human-in-the-loop (HITL) NLP frameworks that continuously integrate human feedback to improve the model itself.…

Computation and Language · Computer Science 2021-03-09 Zijie J. Wang , Dongjin Choi , Shenyu Xu , Diyi Yang

Accessible and inclusive design has gained increased attention in HCI, yet practical implementation remains challenging due to resource-intensive prototyping methods. Traditional approaches such as workshops, A-B tests, and co-design…

Human-Computer Interaction · Computer Science 2025-06-30 Pascal Jansen

Information systems increasingly leverage artificial intelligence (AI) and machine learning (ML) to generate value from vast amounts of data. However, ML models are imperfect and can generate incorrect classifications. Hence,…

Machine Learning · Computer Science 2023-07-10 Johannes Jakubik , Daniel Weber , Patrick Hemmer , Michael Vössing , Gerhard Satzger

Human-in-the-loop (HITL) frameworks are increasingly recognized for their potential to improve annotation accuracy in emotion estimation systems by combining machine predictions with human expertise. This study focuses on integrating a…

Human-Computer Interaction · Computer Science 2025-06-10 Sahana Yadnakudige Subramanya , Ko Watanabe , Andreas Dengel , Shoya Ishimaru

This paper develops a robotic manipulation planner for human-robot collaborative assembly. Unlike previous methods which study an independent and fully AI-equipped autonomous system, this paper explores the subtask distribution between a…

Robotics · Computer Science 2019-09-26 Mohamed Raessa , Jimmy Chi Yin Chen , Weiwei Wan , Kensuke Harada

Algocracy is the rule by algorithms. This paper summarises technologies useful to create algocratic social machines and presents idealistic examples of their application. In particular, it describes smart contracts and their…

Computers and Society · Computer Science 2020-07-28 Rustam Tagiew

The rapid advancements in large foundation models and multi-agent systems offer unprecedented capabilities, yet current Human-in-the-Loop (HiTL) paradigms inadequately integrate human expertise, often leading to cognitive overload and…

Multiagent Systems · Computer Science 2025-11-12 Ahmet Akkaya Melih , Yamuna Singh , Kunal L. Agarwal , Priya Mukherjee , Kiran Pattnaik , Hanuman Bhatia

Human-in-the-loop aims to train an accurate prediction model with minimum cost by integrating human knowledge and experience. Humans can provide training data for machine learning applications and directly accomplish tasks that are hard for…

Machine Learning · Computer Science 2022-05-20 Xingjiao Wu , Luwei Xiao , Yixuan Sun , Junhang Zhang , Tianlong Ma , Liang He

From its inception, AI has had a rather ambivalent relationship to humans---swinging between their augmentation and replacement. Now, as AI technologies enter our everyday lives at an ever increasing pace, there is a greater need for AI…

Artificial Intelligence · Computer Science 2019-10-17 Subbarao Kambhampati

Demands on more transparency of the backbox nature of machine learning models have led to the recent rise of human-in-the-loop in machine learning, i.e. processes that integrate humans in the training and application of machine learning…

Human-Computer Interaction · Computer Science 2020-03-12 Chaehan So

Imitation learning from human demonstrations can teach robots complex manipulation skills, but is time-consuming and labor intensive. In contrast, Task and Motion Planning (TAMP) systems are automated and excel at solving long-horizon…

Robotics · Computer Science 2023-10-25 Ajay Mandlekar , Caelan Garrett , Danfei Xu , Dieter Fox

This study presents an advanced approach to enhance robotic manipulation in uncertain and challenging environments, with a focus on autonomous operations augmented by human-in-the-loop (HITL) control for lunar missions. By integrating human…

Robotics · Computer Science 2025-10-27 Ashutosh Mishra , Shreya Santra , Hazal Gozbasi , Kentaro Uno , Kazuya Yoshida

This position paper offers a framework to think about how to better involve human influence in algorithmic decision-making of contentious public policy issues. Drawing from insights in communication literature, we introduce a…

Human-Computer Interaction · Computer Science 2022-04-25 Hong Shen , Ángel Alexander Cabrera , Adam Perer , Jason Hong