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We survey the treatment of sex and gender in the Computer Graphics research literature from an algorithmic fairness perspective. The established practices on the use of gender and sex in our community are scientifically incorrect and…

Graphics · Computer Science 2022-06-02 Ana Dodik , Silvia Sellán , Theodore Kim , Amanda Phillips

Although approximately 50% of medical school graduates today are women, female physicians tend to be underrepresented in senior positions, make less money than their male counterparts and receive fewer promotions. There is a growing body of…

Computation and Language · Computer Science 2022-06-02 Emmy Liu , Michael Henry Tessler , Nicole Dubosh , Katherine Mosher Hiller , Roger Levy

Accurately measuring gender stereotypical bias in language models is a complex task with many hidden aspects. Current benchmarks have underestimated this multifaceted challenge and failed to capture the full extent of the problem. This…

Computation and Language · Computer Science 2025-09-25 Mahdi Zakizadeh , Mohammad Taher Pilehvar

In recent years, the striking gender imbalance in the physical sciences has been a topic for much debate. National bodies and professional societies in the astronomical and space sciences are now taking active steps to understand and…

Instrumentation and Methods for Astrophysics · Physics 2016-05-06 Jonathan Horner , Alice Gorman , Ann Cairns , Wayne Short

Recruiting and retaining highly qualified physics and physical science teachers is critical for maintaining America's global competitiveness. Unfortunately, only one third of the high school teachers in physics have a degree in physics and…

Physics Education · Physics 2016-03-10 Chandralekha Singh , Laura Moin , Christian Schunn

At large institutions of higher education, students frequently have a choice whether to attend the introductory physics sequence asynchronously online, on-site in a traditional lecture-setting, or in a reformed studio setting. In this…

Physics Education · Physics 2023-05-26 Gerd Kortemeyer , Christine Kortemeyer , Wolfgang Bauer

Accounting for sex and gender is a challenge in social science research. While other methodology papers consider issues surrounding appropriate measurement, we consider the problem of adjustment for survey nonresponse and generalization…

Applications · Statistics 2022-03-25 Lauren Kennedy , Katharine Khanna , Daniel Simpson , Andrew Gelman , Yajun Jia , Julien Teitler

Gender is a primary characteristic by which people organize themselves. Previous research has shown that people tend to unknowingly ascribe gender to robots based on features of their embodiment. Yet, robots are not necessarily ascribed the…

Human-Computer Interaction · Computer Science 2022-05-03 Katie Seaborn , Peter Pennefather

Speech emotion recognition (SER) is a vital component in various everyday applications. Cross-corpus SER models are increasingly recognized for their ability to generalize performance. However, concerns arise regarding fairness across…

Machine Learning · Computer Science 2025-01-03 Shreya G. Upadhyay , Woan-Shiuan Chien , Chi-Chun Lee

The American Physical Society calls on its members to improve the diversity of physics by supporting an inclusive culture that encourages women and Black, Indigenous, and people of color to become physicists. In the current educational…

Physics Education · Physics 2021-03-15 Jayson Nissen , Ian Her Many Horses , Ben Van Dusen

Detecting biases in artificial intelligence has become difficult because of the impenetrable nature of deep learning. The central difficulty is in relating unobservable phenomena deep inside models with observable, outside quantities that…

Computation and Language · Computer Science 2019-12-24 Lizhen Liang , Daniel E. Acuna

Grades provide students with their primary performance feedback: signals which affect academic choices. Variations in grading practice among courses impose grade penalties (and bonuses) on students who take them. These grade penalties are…

Physics Education · Physics 2016-08-29 Benjamin P. Koester , Galina Grom , Timothy A. McKay

Studies on physics identity have shown that it is one of the main factors that can predict a person's persistence in the field; therefore, studying physics identity is critical to increase diversity within the field of physics and to…

Physics Education · Physics 2020-09-02 Claudia Fracchiolla , Brean Prefontaine , Kathleen Hinko

Gender bias represents a form of systematic negative treatment that targets individuals based on their gender. This discrimination can range from subtle sexist remarks and gendered stereotypes to outright hate speech. Prior research has…

Computation and Language · Computer Science 2024-03-19 Karolina Stańczak

Languages differ in terms of the absence or presence of gender features, the number of gender classes and whether and where gender features are explicitly marked. These cross-linguistic differences can lead to ambiguities that are difficult…

Computation and Language · Computer Science 2021-09-01 Eva Vanmassenhove , Johanna Monti

Despite increasing representation in graduate training programs, a disproportionate number of women leave academic research before obtaining an independent position. To understand factors underlying this trend, we analyzed a…

Social and Information Networks · Computer Science 2022-05-06 Leah P. Schwartz , Jean Liénard , Stephen V. David

False assumptions about sex and gender are deeply embedded in the medical system, including that they are binary, static, and concordant. Machine learning researchers must understand the nature of these assumptions in order to avoid…

Computers and Society · Computer Science 2022-08-15 Kendra Albert , Maggie Delano

The digital traces we leave behind when engaging with the modern world offer an interesting lens through which we study behavioral patterns as expression of gender. Although gender differentiation has been observed in a number of settings,…

Computers and Society · Computer Science 2018-02-07 Ioanna Psylla , Piotr Sapiezynski , Enys Mones , Sune Lehmann

Numerous works have analyzed biases in vision and pre-trained language models individually - however, less attention has been paid to how these biases interact in multimodal settings. This work extends text-based bias analysis methods to…

Computation and Language · Computer Science 2022-05-23 Tejas Srinivasan , Yonatan Bisk

Gender disparity in science is one of the most focused debating points among authorities and the scientific community. Over the last few decades, numerous initiatives have endeavored to accelerate gender equity in academia and research…

Social and Information Networks · Computer Science 2021-06-04 Anahita Hajibabaei , Andrea Schiffauerova , Ashkan Ebadi