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Mechanistic interpretability is the program of explaining what AI systems are doing in terms of their internal mechanisms. I analyze some aspects of the program, along with setting out some concrete challenges and assessing progress to…

Artificial Intelligence · Computer Science 2025-01-28 David J. Chalmers

In the age of generative AI and ubiquitous digital tools, human cognition faces a structural paradox: as external aids become more capable, internal memory systems risk atrophy. Drawing on neuroscience and cognitive psychology, this paper…

Computers and Society · Computer Science 2025-06-23 Barbara Oakley , Michael Johnston , Ken-Zen Chen , Eulho Jung , Terrence J. Sejnowski

Many machine learning systems make extensive use of large amounts of data regarding human behaviors. Several researchers have found various discriminatory practices related to the use of human-related machine learning systems, for example…

Machine Learning · Computer Science 2019-03-25 Elena Beretta , Antonio Santangelo , Bruno Lepri , Antonio Vetrò , Juan Carlos De Martin

Understanding public perception of artificial intelligence (AI) and the tradeoffs between potential risks and benefits is crucial, as these perceptions might shape policy decisions, influence innovation trajectories for successful market…

Computers and Society · Computer Science 2025-08-21 Philipp Brauner , Felix Glawe , Gian Luca Liehner , Luisa Vervier , Martina Ziefle

Prevailing methods for assessing and comparing generative AIs incentivize responses that serve a hypothetical representative individual. Evaluating models in these terms presumes homogeneous preferences across the population and engenders…

Machine Learning · Computer Science 2023-03-06 Dilip Arumugam , Shi Dong , Benjamin Van Roy

Calls for new metrics, technical standards and governance mechanisms to guide the adoption of Artificial Intelligence (AI) in institutions and public administration are now commonplace. Yet, most research and policy efforts aimed at…

Computers and Society · Computer Science 2023-07-21 Vincent J. Straub , Deborah Morgan , Youmna Hashem , John Francis , Saba Esnaashari , Jonathan Bright

A representative researcher has repeated opportunities for empirical research. To process findings, she must impose an "identifying assumption." She conducts research when the assumption is sufficiently plausible (taking into account both…

Theoretical Economics · Economics 2025-01-17 Andrew Ellis , Ran Spiegler

Generative AI blurs the lines of authorship in computing education, creating uncertainty around how students should attribute AI assistance. To examine these emerging norms, we conducted a factorial vignette study with 94 computer science…

Human-Computer Interaction · Computer Science 2026-03-20 Runlong Ye , Oliver Huang , Jessica He , Michael Liut

This paper introduces a mathematical framework for defining and quantifying self-identity in artificial intelligence (AI) systems, addressing a critical gap in the theoretical foundations of artificial consciousness. While existing…

Computation and Language · Computer Science 2024-11-28 Minhyeok Lee

Of growing concern in privacy scholarship is artificial intelligence (AI), as a powerful producer of inferences. Taken to its limits, AI may be presumed capable of inferring "everything from everything," thereby making untenable any…

Computers and Society · Computer Science 2025-07-25 Severin Engelmann , Helen Nissenbaum

Artificial intelligence is transforming the way we work with information across disciplines and practical contexts. A growing range of disciplines are now involved in studying, developing, and assessing the use of AI in practice, but these…

Computers and Society · Computer Science 2024-09-20 Denis Newman-Griffis

We introduce the identity labeling problem - given an individual in a social situation, can we predict what identity(ies) they will be labeled with by someone else? This problem remains a theoretical gap and methodological challenge,…

Computers and Society · Computer Science 2021-05-11 Kenneth Joseph , Jonathan Howard Morgan

Contemporary human-AI interaction research overlooks how AI systems fundamentally reshape human cognition pre-consciously, a critical blind spot for understanding distributed cognition. This paper introduces "Cognitive Infrastructure…

Human-Computer Interaction · Computer Science 2025-08-28 Giuseppe Riva

With the widespread and pervasive use of Artificial Intelligence (AI) for automated decision-making systems, AI bias is becoming more apparent and problematic. One of its negative consequences is discrimination: the unfair, or unequal…

Computers and Society · Computer Science 2021-06-07 Xavier Ferrer , Tom van Nuenen , Jose M. Such , Mark Coté , Natalia Criado

As artificial intelligence (AI) becomes increasingly embedded in the core functions of social, political, and economic life, it catalyzes structural transformations with far-reaching societal implications. This paper advances the concept of…

Computers and Society · Computer Science 2025-05-19 Kyle A Kilian

Purpose: The rapid integration of artificial intelligence (AI) systems like ChatGPT, Claude AI, etc., has a deep impact on how work is done. Predicting how AI will reshape work requires understanding not just its capabilities, but how it is…

General Economics · Economics 2025-10-30 Peeyush Agarwal , Harsh Agarwal , Akshat Rana

In the Post-Turing era, artificial intelligence increasingly shapes social coordination and meaning formation rather than merely automating cognitive tasks. The central challenge is therefore not whether machines become conscious, but…

Computers and Society · Computer Science 2026-01-21 Thorsten Jelinek , Patrick Glauner , Alvin Wang Graylin , Yubao Qiu

In conceptual modeling (CM), humans apply abstraction to represent excerpts of reality for means of understanding and communication, and processing by machines. Artificial Intelligence (AI) is applied to vast amounts of data to…

Software Engineering · Computer Science 2023-03-14 Dominik Bork , Syed Juned Ali , Ben Roelens

We introduce the concept of indexed identity, where the usual notion of identity is a particular case. Our mathematical framework allows us a generalized method for `indexing' predicates, which corresponds to `fuzzification' of properties,…

Logic · Mathematics 2007-05-23 Adonai S. Sant'Anna

Recent advances in AI are integrating AI into the fabric of human social life, creating transformative, co-shaping relationships between humans and AI. This trend makes it urgent to investigate how these systems, in turn, shape their users.…

Human-Computer Interaction · Computer Science 2026-02-05 Lingqing Wang , Yingting Gao , Chidimma Lois Anyi , Ashok Goel