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For robots to interact socially, they must interpret human intentions and anticipate their potential outcomes accurately. This is particularly important for social robots designed for human care, which may face potentially dangerous…

Robotics · Computer Science 2024-07-11 Noé Zapata , Gerardo Pérez , Lucas Bonilla , Pedro Núñez , Pilar Bachiller , Pablo Bustos

The global surge in AI applications is transforming industries, leading to displacement and complementation of existing jobs, while also giving rise to new employment opportunities. Data annotation, encompassing the labelling of images or…

General Economics · Economics 2024-08-19 Johann Laux , Fabian Stephany , Alice Liefgreen

Crowdsourcing platforms are a powerful and convenient means for recruiting participants in online studies and collecting data from the crowd. As information work is being more and more automated by Machine Learning algorithms, creativity…

Human-Computer Interaction · Computer Science 2020-02-26 Jonas Oppenlaender , Aku Visuri , Kristy Milland , Panos Ipeirotis , Simo Hosio

Despite the recent success of artificial neural networks on a variety of tasks, we have little knowledge or control over the exact solutions these models implement. Instilling inductive biases -- preferences for some solutions over others…

Machine Learning · Computer Science 2024-02-02 Enyan Zhang , Michael A. Lepori , Ellie Pavlick

Designing effective reward functions remains a central challenge in reinforcement learning, especially in multi-objective environments. In this work, we propose Multi-Objective Reward Shaping with Exploration (MORSE), a general framework…

Machine Learning · Computer Science 2025-12-18 Yuqing Xie , Jiayu Chen , Wenhao Tang , Ya Zhang , Chao Yu , Yu Wang

Optimization plays an important role in tackling public health problems. Animal instincts can be used effectively to solve complex public health management issues by providing optimal or approximately optimal solutions to complicated…

Neural and Evolutionary Computing · Computer Science 2025-03-24 Eliuvish Cuicizion , Haowen Xu , Weng Kee Wong

Autonomous agents that control computer interfaces to accomplish human tasks are emerging. Leveraging LLMs to power such agents has been of special interest, but unless fine-tuned on human-collected task demonstrations, performance is still…

Artificial Intelligence · Computer Science 2024-11-14 Wei Li , William Bishop , Alice Li , Chris Rawles , Folawiyo Campbell-Ajala , Divya Tyamagundlu , Oriana Riva

In this paper, we present a methodology for fisheries-related data that allows us to converge on a labeled image dataset by iterating over the dataset with multiple training and production loops that can exploit crowdsourcing interfaces. We…

Machine Learning · Computer Science 2022-06-09 Zhiyong Zhang , Pushyami Kaveti , Hanumant Singh , Abigail Powell , Erica Fruh , M. Elizabeth Clarke

Recent advances in robot learning have enabled robots to become increasingly better at mastering a predefined set of tasks. On the other hand, as humans, we have the ability to learn a growing set of tasks over our lifetime. Continual robot…

Robotics · Computer Science 2021-12-21 Muhammad Burhan Hafez , Stefan Wermter

This paper introduces a framework for human swarm interaction studies that measures situation awareness in dynamic environments. A tablet-based interface was developed for a user study by implementing the concepts introduced in the…

Robotics · Computer Science 2025-11-03 Wasura D. Wattearachchi , Erandi Lakshika , Kathryn Kasmarik , Michael Barlow

Reinforcement learning has been shown to be highly successful at many challenging tasks. However, success heavily relies on well-shaped rewards. Intrinsically motivated RL attempts to remove this constraint by defining an intrinsic reward…

Machine Learning · Computer Science 2021-03-16 Rui Zhao , Yang Gao , Pieter Abbeel , Volker Tresp , Wei Xu

The socially-aware navigation system has evolved to adeptly avoid various obstacles while performing multiple tasks, such as point-to-point navigation, human-following, and -guiding. However, a prominent gap persists: in Human-Robot…

Robotics · Computer Science 2024-03-22 Weiqin Zu , Wenbin Song , Ruiqing Chen , Ze Guo , Fanglei Sun , Zheng Tian , Wei Pan , Jun Wang

Robot navigation in dynamic environments shared with humans is an important but challenging task, which suffers from performance deterioration as the crowd grows. In this paper, multi-subgoal robot navigation approach based on deep…

Robotics · Computer Science 2022-11-30 Xinyi Yu , Jianan Hu , Yuehai Fan , Wancai Zheng , Linlin Ou

(Aim) Dragon Boat Racing, a popular aquatic folklore team sport, is traditionally held during the Dragon Boat Festival. Inspired by this event, we propose a novel human-based meta-heuristic algorithm called dragon boat optimization (DBO) in…

Computation · Statistics 2023-11-28 Xiang Li , Long Lan , Husam Lahza , Shaowu Yang , Shuihua Wang , Wenjing Yang , Hengzhu Liu , Yudong Zhang

The effectiveness of human-robot interaction often hinges on the ability to cultivate engagement - a dynamic process of cognitive involvement that supports meaningful exchanges. Many existing definitions and models of engagement are either…

Robotics · Computer Science 2025-12-04 Dominykas Strazdas , Magnus Jung , Jan Marquenie , Ingo Siegert , Ayoub Al-Hamadi

While undulatory swimming of elongate limbless robots has been extensively studied in open hydrodynamic environments, less research has been focused on limbless locomotion in complex, cluttered aquatic environments. Motivated by the concept…

Robotics · Computer Science 2024-09-30 Tianyu Wang , Nishanth Mankame , Matthew Fernandez , Velin Kojouharov , Daniel I. Goldman

The increasing complexity of marine operations has intensified the need for intelligent robotic systems to support ocean observation, exploration, and resource management. Underwater swarm robotics offers a promising framework that extends…

Robotics · Computer Science 2026-01-21 Shyalan Ramesh , Scott Mann , Alex Stumpf

Crowdsourcing has been part of the IR toolbox as a cheap and fast mechanism to obtain labels for system development and evaluation. Successful deployment of crowdsourcing at scale involves adjusting many variables, a very important one…

Artificial Intelligence · Computer Science 2016-05-20 Ittai Abraham , Omar Alonso , Vasilis Kandylas , Rajesh Patel , Steven Shelford , Aleksandrs Slivkins

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

Cognitive rehabilitation, STEM (science, technology, engineering, and math) skill acquisition, and coaching games such as chess often require tutoring decision-making strategies. The advancement of AI-driven tutoring systems for…

Human-Computer Interaction · Computer Science 2024-05-07 Piyush Gupta , Subir Biswas , Vaibhav Srivastava