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Collaboration with artificial intelligence (AI) has improved human decision-making across various domains by leveraging the complementary capabilities of humans and AI. Yet, humans systematically overrely on AI advice, even when their…

Human-Computer Interaction · Computer Science 2026-05-15 Joshua Holstein , Patrick Hemmer , Gerhard Satzger , Wei Sun

This paper presents SYMBIOSIS, an AI-powered framework and platform designed to make Systems Thinking accessible for addressing societal challenges and unlock paths for leveraging systems thinking frameworks to improve AI systems. The…

Computers and Society · Computer Science 2025-03-11 Sameer Sethi , Donald Martin , Emmanuel Klu

Artificial Intelligence (AI) systems have historically been used as tools that execute narrowly defined tasks. Yet recent advances in AI have unlocked possibilities for a new class of models that genuinely collaborate with humans in complex…

Artificial Intelligence · Computer Science 2025-05-23 Kerem Oktar , Katherine M. Collins , Jose Hernandez-Orallo , Diane Coyle , Stephen Cave , Adrian Weller , Ilia Sucholutsky

Research exploring how to support decision-making has often used machine learning to automate or assist human decisions. We take an alternative approach for improving decision-making, using machine learning to help stakeholders surface ways…

Human-Computer Interaction · Computer Science 2023-02-24 Angie Zhang , Olympia Walker , Kaci Nguyen , Jiajun Dai , Anqing Chen , Min Kyung Lee

Artificial intelligence improves enterprise decision-making by accelerating data analysis, reducing human error, and supporting evidence-based choices. A quantitative survey of 92 companies across multiple industries examines how AI…

Purpose- The significance of business processes has fostered a close collaboration between academia and industry. Moreover, the business landscape has witnessed continuous transformation, closely intertwined with technological advancements.…

Use of intelligent decision aids can help alleviate the challenges of planning complex operations. We describe integrated algorithms, and a tool capable of translating a high-level concept for a tactical military operation into a fully…

Artificial Intelligence · Computer Science 2016-01-25 Alexander Kott , Ray Budd , Larry Ground , Lakshmi Rebbapragada , John Langston

AI-based design tools are proliferating in professional software to assist engineering and industrial designers in complex manufacturing and design tasks. These tools take on more agentic roles than traditional computer-aided design tools…

Human-Computer Interaction · Computer Science 2023-03-02 Frederic Gmeiner , Humphrey Yang , Lining Yao , Kenneth Holstein , Nikolas Martelaro

AI-powered planning tools show promise in supporting programming learners by enabling early, formative feedback on their thinking processes prior to coding. To date, however, most AI-supported planning tools rely on students'…

Human-Computer Interaction · Computer Science 2026-02-04 Yoshee Jain , Heejin Do , Zihan Wu , April Yi Wang

Multi working-machines pathfinding solution enables more mobile machines simultaneously to work inside of a working site so that the productivity can be expected to increase evolutionary. To date, the potential cooperation conflicts among…

Artificial Intelligence · Computer Science 2021-05-17 Yusheng Xiang , Kailun Liu , Tianqing Su , Jun Li , Shirui Ouyang , Samuel S. Mao , Marcus Geimer

An important feature of pervasive, intelligent assistance systems is the ability to dynamically adapt to the current needs of their users. Hence, it is critical for such systems to be able to recognize those goals and needs based on…

Artificial Intelligence · Computer Science 2023-01-16 Nils Wilken , Lea Cohausz , Johannes Schaum , Stefan Lüdtke , Heiner Stuckenschmidt

As AI is increasingly being adopted into application solutions, the challenge of supporting interaction with humans is becoming more apparent. Partly this is to support integrated working styles, in which humans and intelligent systems…

Artificial Intelligence · Computer Science 2017-10-02 Maria Fox , Derek Long , Daniele Magazzeni

Traditionally, prediction and planning in autonomous driving (AD) have been treated as separate, sequential modules. Recently, there has been a growing shift towards tighter integration of these components, known as Integrated Prediction…

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…

Multi-agent planning (MAP) approaches have been typically conceived for independent or loosely-coupled problems to enhance the benefits of distributed planning between autonomous agents as solving this type of problems require less…

Artificial Intelligence · Computer Science 2015-01-30 Alejandro Torreño , Eva Onaindia , Óscar Sapena

The idea of augmented or hybrid intelligence offers a compelling vision for combining human and AI capabilities, especially in tasks where human wisdom, expertise, or common sense are essential. Unfortunately, human reasoning can be flawed…

Human-Computer Interaction · Computer Science 2026-01-15 Sean Koon

From school admissions to hiring and investment decisions, the first step behind many high-stakes decision-making processes is "deciding how to decide." Formulating effective criteria to guide decision-making requires an iterative process…

Human-Computer Interaction · Computer Science 2025-04-18 Chance Castañeda , Jessica Mindel , Will Page , Hayden Stec , Manqing Yu , Kenneth Holstein

This paper investigates how artificial intelligence (AI) can be effectively integrated into Strategic Technology Management (STM) practices to enhance the strategic alignment and effectiveness of technology investments. Through a…

Human-Computer Interaction · Computer Science 2025-12-11 Massimo Fascinari , Vincent English

The enduring challenge in the field of artificial intelligence has been the control of systems to achieve desired behaviours. While for systems governed by straightforward dynamics equations, methods like Linear Quadratic Regulation (LQR)…

Machine Learning · Computer Science 2023-12-29 Jyothir S , Siddhartha Jalagam , Yann LeCun , Vlad Sobal