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What is the best way to define algorithmic fairness? While many definitions of fairness have been proposed in the computer science literature, there is no clear agreement over a particular definition. In this work, we investigate ordinary…

人工智能 · 计算机科学 2019-01-29 Nripsuta Saxena , Karen Huang , Evan DeFilippis , Goran Radanovic , David Parkes , Yang Liu

This position paper argues that the theoretical inconsistency often observed among Responsible AI (RAI) metrics, such as differing fairness definitions or tradeoffs between accuracy and privacy, should be embraced as a valuable feature…

人工智能 · 计算机科学 2025-10-31 Gordon Dai , Yunze Xiao

The rapid advancement of AI systems necessitates high-quality, sustainable code to ensure reliability and mitigate risks such as bias and technical debt. However, the underrepresentation of women in software engineering raises concerns…

软件工程 · 计算机科学 2025-05-07 Shamse Tasnim Cynthia , Banani Roy

We introduce the concepts of dependence and independence in a very general framework. We use a concept of rank to study dependence and independence. By means of the rank we identify (total) dependence with inability to create more…

计算机科学中的逻辑 · 计算机科学 2021-09-27 Pietro Galliani , Jouko Väänänen

Test anxiety is beginning to be recognized as a significant factor affecting student performance in science, technology, engineering, and mathematics (STEM) courses, potentially contributing to gender inequity within these fields.…

物理教育 · 物理学 2025-05-12 Alysa Malespina , Fargol Seifollahi , Chandralekha Singh

In selection processes such as hiring, promotion, and college admissions, implicit bias toward socially-salient attributes such as race, gender, or sexual orientation of candidates is known to produce persistent inequality and reduce…

计算机与社会 · 计算机科学 2022-06-08 Anay Mehrotra , Bary S. R. Pradelski , Nisheeth K. Vishnoi

Promoting a theory with a finite number of terms into an effective field theory with an infinite number of terms worsens simplicity, predictability, falsifiability, and other attributes often favored in theory choice. However, the…

物理学史与哲学 · 物理学 2013-06-26 James D. Wells

In this work, we present the results of semi-structured interviews with four women to explore how they perceive themselves with respect to three gender constructs (femininity, masculinity, androgyny), and how they believe others perceive…

物理教育 · 物理学 2026-01-13 Smith Strain , Noah Leibnitz , Reagan Ruben , Yangqiuting Li , Eric Burkholder

Poor research design and data analysis encourage false-positive findings. Such poor methods persist despite perennial calls for improvement, suggesting that they result from something more than just misunderstanding. The persistence of poor…

物理与社会 · 物理学 2016-10-04 Paul E. Smaldino , Richard McElreath

Semantic Heterogeneity is conventionally understood as the existence of variance in the representation of a target reality when modelled, by independent parties, in different databases, schemas and/ or data. We argue that the mere encoding…

人工智能 · 计算机科学 2022-07-05 Fausto Giunchiglia , Mayukh Bagchi

Recently, the notions of subjective constraint monotonicity, epistemic splitting, and foundedness have been introduced for epistemic logic programs, with the aim to use them as main criteria respectively intuitions to compare different…

人工智能 · 计算机科学 2020-11-10 Yi-Dong Shen , Thomas Eiter

Underrepresentation of women in the academic system is a problem common to many countries, often associated with gender discrimination. In the Italian academic context in particular, favoritism is recognized as a diffuse phenomenon…

数字图书馆 · 计算机科学 2018-11-01 Giovanni Abramo , Ciriaco Andrea D'Angelo , Francesco Rosati

What is Statistics? Opinions vary. In fact, there is a continuous spectrum of attitudes toward statistics ranging from pure theoreticians, proving asymptotic efficiency and searching for most powerful tests, to wild practitioners, blindly…

应用统计 · 统计学 2016-03-17 Konstantin Zuev

A number of concepts are included in the term 'consciousness'. We choose to concentrate here on phenomenal consciousness, the process through which we are able to experience aspects of our environment or of our physical state. We probably…

神经元与认知 · 定量生物学 2011-08-23 Jean-Louis Dessalles , Tiziana Zalla

Gender bias, reduced sense of belonging, and lower physics self-efficacy are among the challenges faced by female students who choose to study physics. Prior studies focusing on this underrepresented group have examined the experiences and…

A word may contain one or more hidden concepts. While the "animal" word evokes many images in our minds and encapsulates many concepts (birds, dogs, cats, crocodiles, etc.), the `parrot' word evokes a single image (a colored bird with a…

计算与语言 · 计算机科学 2023-12-29 İlknur Dönmez Phd , Mehmet Haklıdır Phd

The analysis of discrimination has long interested economists and lawyers. In recent years, the literature in computer science and machine learning has become interested in the subject, offering an interesting re-reading of the topic. These…

计量经济学 · 经济学 2022-12-21 Arthur Charpentier

This research uses 10 years of institutional data at a large public university in the USA to investigate trends in the undergraduate majors students declare, drop, and earn degrees, especially comparing physics to other disciplines. We find…

物理教育 · 物理学 2026-03-31 Kyle M. Whitcomb , Danny Doucette , Chandralekha Singh

In recent years, machine learning techniques have been increasingly applied in sensitive decision making processes, raising fairness concerns. Past research has shown that machine learning may reproduce and even exacerbate human bias due to…

机器学习 · 计算机科学 2019-05-16 Benjamin Paaßen , Astrid Bunge , Carolin Hainke , Leon Sindelar , Matthias Vogelsang

Model uncertainty is a crucial issue in statistics, econometrics and machine learning, yet its definition remains ambiguous and is subject to various interpretations in the literature. So far, there has not been a universally accepted…

统计方法学 · 统计学 2025-08-12 Guangyuan Cui , Yuting Wei , Xinyu Zhang