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In many AI applications today, the predominance of black-box machine learning models, due to their typically higher accuracy, amplifies the need for Explainable AI (XAI). Existing XAI approaches, such as the widely used SHAP values or…

人工智能 · 计算机科学 2026-05-28 David Martens , James Hinns , Camille Dams , Mark Vergouwen , Theodoros Evgeniou

This study examines strategic behavior in crowdfunding using a large-scale online experiment. Building on the model of Arieli et. al 2023, we test predictions about risk aversion (i.e., opting out despite seeing a positive private signal)…

理论经济学 · 经济学 2025-10-17 Din Amir , Bar Hoter , Moran Koren

LLMs are increasingly being used in workflows involving generating content to be consumed by humans (e.g., marketing) and also in directly interacting with humans (e.g., through chatbots). The development of such systems that are capable of…

计算与语言 · 计算机科学 2024-10-08 Somesh Singh , Yaman K Singla , Harini SI , Balaji Krishnamurthy

Can artificial intelligence outperform humans at strategic foresight -- the capacity to form accurate judgments about uncertain, high-stakes outcomes before they unfold? We address this question through a fully prospective prediction…

综合经济学 · 经济学 2026-02-03 Felipe A. Csaszar , Aticus Peterson , Daniel Wilde

Machine learning algorithms can now outperform classic economic models in predicting quantities ranging from bargaining outcomes, to choice under uncertainty, to an individual's future jobs and wages. Yet this predictive accuracy comes at a…

理论经济学 · 经济学 2025-08-27 Annie Liang

People work with AI systems to improve their decision making, but often under- or over-rely on AI predictions and perform worse than they would have unassisted. To help people appropriately rely on AI aids, we propose showing them behavior…

人机交互 · 计算机科学 2023-01-18 Ángel Alexander Cabrera , Adam Perer , Jason I. Hong

The intense computational demands of AI, especially large foundation models, are driving a global boom in data centers. These facilities bring both tangible benefits and potential environmental burdens to local communities. However, the…

计算机与社会 · 计算机科学 2025-12-05 Zhifeng Wu , Yuelin Han , Shaolei Ren

Developing intelligent persuasive conversational agents to change people's opinions and actions for social good is the frontier in advancing the ethical development of automated dialogue systems. To do so, the first step is to understand…

计算与语言 · 计算机科学 2020-01-14 Xuewei Wang , Weiyan Shi , Richard Kim , Yoojung Oh , Sijia Yang , Jingwen Zhang , Zhou Yu

Online political advertising is a central aspect of modern election campaigning for influencing public opinion. Computational analysis of political ads is of utmost importance in political science to understand the characteristics of…

计算与语言 · 计算机科学 2021-05-27 Danae Sánchez Villegas , Saeid Mokaram , Nikolaos Aletras

Ineffective fundraising lowers the resources charities can use to provide goods. We combine a field experiment and a causal machine-learning approach to increase a charity's fundraising effectiveness. The approach optimally targets a…

计量经济学 · 经济学 2021-09-30 Tobias Cagala , Ulrich Glogowsky , Johannes Rincke , Anthony Strittmatter

Large language models (LLMs) have the potential to aid and improve human decision-making in classification tasks, not only by providing fairly accurate predictions, but also in their ability to generate cogent narrative explanations of…

人机交互 · 计算机科学 2026-05-25 Laura R. Marusich , Mary Grace Kozuch Dhooghe , Jonathan Z. Bakdash , Murat Kantarcioglu

Artificial Intelligence for Social Good (AI4SG) is a growing area that explores AI's potential to address social issues, such as public health. Yet prior work has shown limited evidence of its tangible benefits for intended communities, and…

计算机与社会 · 计算机科学 2026-02-09 Hongjin Lin , Anna Kawakami , Catherine D'Ignazio , Kenneth Holstein , Krzysztof Gajos

Many promising-looking ideas in AI research fail to deliver, but their validation takes substantial human labor and compute. Predicting an idea's chance of success is thus crucial for accelerating empirical AI research, a skill that even…

人工智能 · 计算机科学 2025-06-03 Jiaxin Wen , Chenglei Si , Yueh-han Chen , He He , Shi Feng

In AI-assisted decision-making, it is crucial but challenging for humans to appropriately rely on AI, especially in high-stakes domains such as finance and healthcare. This paper addresses this problem from a human-centered perspective by…

人机交互 · 计算机科学 2025-02-21 Takehiro Takayanagi , Ryuji Hashimoto , Chung-Chi Chen , Kiyoshi Izumi

The explorations and applications of Artificial Intelligence (AI) in various domains becomes increasingly vital as it continues to evolve. While much attention has been focused on Large Language Models (LLMs) such as ChatGPT, this research…

计算机与社会 · 计算机科学 2025-02-28 Julius Sechang Mboli , John G. O. Marko , Rose Anazin Yemson

In the last couple decades, social network services like Twitter have generated large volumes of data about users and their interests, providing meaningful business intelligence so organizations can better understand and engage their…

计算与语言 · 计算机科学 2017-12-01 Angela Lin

Entrepreneurship requires navigating open-ended, ill-defined problems: identifying risks, challenging assumptions, and making strategic decisions under deep uncertainty. Novice founders often struggle with these metacognitive demands, while…

人机交互 · 计算机科学 2025-08-18 Evey Jiaxin Huang , Matthew Easterday , Elizabeth Gerber

Artificial Intelligence (AI), particularly large language models (LLMs), holds the potential to bridge language and information gaps, which can benefit the economies of developing nations. However, our analysis of FLORES-200, FLORES+,…

计算与语言 · 计算机科学 2024-10-15 Aivin V. Solatorio , Gabriel Stefanini Vicente , Holly Krambeck , Olivier Dupriez

With the investment landscape becoming more competitive, efficiently scaling deal sourcing and improving deal insights have become a dominant strategy for funds. While funds are already spending significant efforts on these two tasks, they…

综合金融 · 定量金融 2023-11-14 Mohammad Rasouli , Ravi Chiruvolu , Ali Risheh

Political polling is a multi-billion dollar industry with outsized influence on the societal trajectory of the United States and nations around the world. However, it has been challenged by factors that stress its cost, availability, and…

计算机与社会 · 计算机科学 2023-08-29 Nathan E. Sanders , Alex Ulinich , Bruce Schneier