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Computer-based decision systems are widely used to automate decisions in many aspects of everyday life, which include sensitive areas like hiring, loaning and even criminal sentencing. A decision pipeline heavily relies on large volumes of…

Machine Learning · Computer Science 2023-10-02 Orestis Loukas , Ho-Ryun Chung

Vast improvements in natural language understanding and speech recognition have paved the way for conversational interaction with computers. While conversational agents have often been used for short goal-oriented dialog, we know little…

Human-Computer Interaction · Computer Science 2020-08-20 Jessica Van Brummelen , Kevin Weng , Phoebe Lin , Catherine Yeo

Pretrained machine learning models are known to perpetuate and even amplify existing biases in data, which can result in unfair outcomes that ultimately impact user experience. Therefore, it is crucial to understand the mechanisms behind…

Computer Vision and Pattern Recognition · Computer Science 2023-10-27 Laura Cabello , Emanuele Bugliarello , Stephanie Brandl , Desmond Elliott

The rise in usage of Large Language Models to near ubiquitousness in recent years has risen societal concern about their applications in decision-making contexts, such as organizational justice or healthcare. This, in turn, poses questions…

Computation and Language · Computer Science 2025-08-06 Arturo Pérez-Peralta , Sandra Benítez-Peña , Rosa E. Lillo

Teaching unbiased decision-making is crucial for addressing biased decision-making in daily life. Although both raising awareness of personal biases and providing guidance on unbiased decision-making are essential, the latter topics remains…

Human-Computer Interaction · Computer Science 2024-04-09 Mingzhe Yang , Hiromi Arai , Naomi Yamashita , Yukino Baba

AI agents are increasingly deployed and used to make automated decisions that affect our lives on a daily basis. It is imperative to ensure that these systems embed ethical principles and respect human values. We focus on how we can attest…

Artificial Intelligence · Computer Science 2019-09-11 Xavier Ferrer Aran , Jose M. Such , Natalia Criado

Previous work has established that a person's demographics and speech style affect how well speech processing models perform for them. But where does this bias come from? In this work, we present the Speech Embedding Association Test…

Computation and Language · Computer Science 2023-10-31 Isaac Slaughter , Craig Greenberg , Reva Schwartz , Aylin Caliskan

With the advance of Artificial Intelligence (AI), Large Language Models (LLMs) have gained prominence and been applied in diverse contexts. As they evolve into more sophisticated versions, it is essential to assess whether they reproduce…

Computation and Language · Computer Science 2025-08-15 Gustavo Bonil , Simone Hashiguti , Jhessica Silva , João Gondim , Helena Maia , Nádia Silva , Helio Pedrini , Sandra Avila

Artificial Intelligence with its multifaceted technologies and integral role in global production significantly impacts gender dynamics particularly in gendered labor. This paper emphasizes the need to explore AIs broader impacts on…

Computers and Society · Computer Science 2024-06-25 Satyam Mohla , Bishnupriya Bagh , Anupam Guha

In traditional decision making processes, social biases of human decision makers can lead to unequal economic outcomes for underrepresented social groups, such as women, racial or ethnic minorities. Recently, the increasing popularity of…

General Economics · Economics 2024-03-25 Jiafu An , Difang Huang , Chen Lin , Mingzhu Tai

Speaker recognition is increasingly used in several everyday applications including smart speakers, customer care centers and other speech-driven analytics. It is crucial to accurately evaluate and mitigate biases present in machine…

Audio and Speech Processing · Electrical Eng. & Systems 2022-03-18 Raghuveer Peri , Krishna Somandepalli , Shrikanth Narayanan

Societal bias towards certain communities is a big problem that affects a lot of machine learning systems. This work aims at addressing the racial bias present in many modern gender recognition systems. We learn race invariant…

Machine Learning · Computer Science 2019-11-21 Komal K. Teru , Aishik Chakraborty

Gender bias exists in natural language datasets which neural language models tend to learn, resulting in biased text generation. In this research, we propose a debiasing approach based on the loss function modification. We introduce a new…

Computation and Language · Computer Science 2019-06-05 Yusu Qian , Urwa Muaz , Ben Zhang , Jae Won Hyun

There are growing implications surrounding generative AI in the speech domain that enable voice cloning and real-time voice conversion from one individual to another. This technology poses a significant ethical threat and could lead to…

Sound · Computer Science 2023-08-25 Jordan J. Bird , Ahmad Lotfi

Human-AI collaboration is increasingly relevant in consequential areas where AI recommendations support human discretion. However, human-AI teams' effectiveness, capability, and fairness highly depend on human perceptions of AI. Positive…

Human-Computer Interaction · Computer Science 2025-06-06 Domenique Zipperling , Luca Deck , Julia Lanzl , Niklas Kühl

Despite being responsible for state-of-the-art results in several computer vision and natural language processing tasks, neural networks have faced harsh criticism due to some of their current shortcomings. One of them is that neural…

Subset selection algorithms are ubiquitous in AI-driven applications, including, online recruiting portals and image search engines, so it is imperative that these tools are not discriminatory on the basis of protected attributes such as…

Computers and Society · Computer Science 2021-02-23 Anay Mehrotra , L. Elisa Celis

This paper investigates the implementation of voice-enabled Google Assistant and Amazon Alexa on Raspberry Pi. Virtual Assistants are being a new trend in how we interact or do computations with physical devices. A voice-enabled system…

Computers and Society · Computer Science 2024-09-05 Shailesh D. Arya , Samir Patel

Artificial intelligence (AI) holds great promise for transforming healthcare. However, despite significant advances, the integration of AI solutions into real-world clinical practice remains limited. A major barrier is the quality and…

Artificial Intelligence · Computer Science 2025-10-24 Anna Arias-Duart , Maria Eugenia Cardello , Atia Cortés

Moving to a new culture and adapting to a new life, as an international student, can be a stressful experience. In the US, international students face unique overlapping challenges, yet the current support ecosystem, including university…

Human-Computer Interaction · Computer Science 2026-05-15 Laleh Nourian , Anisa Callis , Stephanie Patterson , Jadeline Miao , Jamison Heard , Garreth W. Tigwell
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