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Despite the utility that Generative AI (GenAI) tools provide for tasks such as writing code, the use of these tools raises important legal questions and potential risks, particularly those associated with copyright law. As lawmakers and…

This chapter inquires how international multilateralism addresses the emergence of the general-purpose technology of Artificial Intelligence. In more detail, it analyses two key features of AI multilateralism: its generalized principles and…

Computers and Society · Computer Science 2025-08-22 Michal Natorski

Multi-party learning provides solutions for training joint models with decentralized data under legal and practical constraints. However, traditional multi-party learning approaches are confronted with obstacles such as system…

Machine Learning · Computer Science 2021-05-26 Yuan Gao , Jiawei Li , Maoguo Gong , Yu Xie , A. K. Qin

This study presents a five-year longitudinal mixed-methods study of 17 Chinese digital painters, examining how their attitudes and practices evolved in response to generative AI. Our findings reveal a trajectory from resistance and…

Human-Computer Interaction · Computer Science 2026-03-20 Yibo Meng , Ruiqi Chen , Zhuoran Lu , Shuai Ma , Chengxi Zang

State representation learning, or the ability to capture latent generative factors of an environment, is crucial for building intelligent agents that can perform a wide variety of tasks. Learning such representations without supervision…

Machine Learning · Computer Science 2020-11-09 Ankesh Anand , Evan Racah , Sherjil Ozair , Yoshua Bengio , Marc-Alexandre Côté , R Devon Hjelm

Artificial intelligence and machine learning algorithms have become ubiquitous. Although they offer a wide range of benefits, their adoption in decision-critical fields is limited by their lack of interpretability, particularly with textual…

Machine Learning · Computer Science 2023-01-27 Diego Antognini

Recent proposals aiming at regulating artificial intelligence (AI) and automated decision-making (ADM) suggest a particular form of risk regulation, i.e. a risk-based approach. The most salient example is the Artificial Intelligence Act…

Computers and Society · Computer Science 2022-11-14 Carsten Orwat , Jascha Bareis , Anja Folberth , Jutta Jahnel , Christian Wadephul

The evolution of generative AI systems exposes the challenges of traditional legal and ethical frameworks built around consent. This chapter examines how the conventional notion of consent, while fundamental to data protection and privacy…

Computers and Society · Computer Science 2025-07-03 Giada Pistilli , Bruna Trevelin

This article presents the first systematic comparative survey of how public bodies, international organisations, national regulators, and the private sector define agentic artificial intelligence, identifying the technical inaccuracies…

Computers and Society · Computer Science 2026-03-31 Marcel Osmond , Thomas Jego

Generative AI does more than cut costs. It pulls products toward a shared template, making offerings look and feel more alike while making true originality disproportionately expensive. We capture this centripetal force in a standard…

The economics of smaller budgets and larger case numbers necessitates the use of AI in legal proceedings. We examine the concept of disparate impact and how biases in the training data lead to the search for fairer AI. This paper seeks to…

Computers and Society · Computer Science 2020-09-14 Lauren Boswell , Arjun Prakash

Ambient Intelligence aims to offer personalized services and easier ways of interaction between people and systems. Since several users and systems may coexist in these environments, it is quite possible that entities with opposing…

Multiagent Systems · Computer Science 2016-04-19 Victor Sanchez-Anguix , Soledad Valero , Vicente Julian , Vicente Botti , Ana Garcia-Fornes

The agency problem emerges in today's large scale machine learning tasks, where the learners are unable to direct content creation or enforce data collection. In this work, we propose a theoretical framework for aligning economic interests…

Machine Learning · Computer Science 2024-07-03 Jibang Wu , Siyu Chen , Mengdi Wang , Huazheng Wang , Haifeng Xu

Generative AI is transforming the provision of expert services. This article uses a series of one-shot experiments to quantify the behavioral, welfare and distribution consequences of large language models (LLMs) on AI-AI, Human-Human,…

General Economics · Economics 2025-09-09 Alexander Erlei

Since public access to generative AI tools became widespread, federal civil litigation has seen a marked increase in pro se (self-represented) plaintiffs. This paper analyzes that shift using ~2.8 million filings, asking whether the…

Computers and Society · Computer Science 2026-05-29 Or Cohen-Sasson

The advent of Generative AI has marked a significant milestone in artificial intelligence, demonstrating remarkable capabilities in generating realistic images, texts, and data patterns. However, these advancements come with heightened…

Software Engineering · Computer Science 2024-11-19 Dawen Zhang , Boming Xia , Yue Liu , Xiwei Xu , Thong Hoang , Zhenchang Xing , Mark Staples , Qinghua Lu , Liming Zhu

Regulation of advanced technologies such as Artificial Intelligence (AI) has become increasingly important, given the associated risks and apparent ethical issues. With the great benefits promised from being able to first supply such…

Artificial Intelligence · Computer Science 2022-01-05 Theodor Cimpeanu , Francisco C. Santos , Luis Moniz Pereira , Tom Lenaerts , The Anh Han

The adoption of generative AI across commercial and legal professions offers dramatic efficiency gains -- yet for law in particular, it introduces a perilous failure mode in which the AI fabricates fictitious case law, statutes, and…

Artificial Intelligence · Computer Science 2026-03-26 Dylan J. Restrepo , Nicholas J. Restrepo , Frank Y. Huo , Neil F. Johnson

The Universal Declaration of Human Rights and other international agreements outline numerous inalienable rights that apply across geopolitical boundaries. As generative AI becomes increasingly prevalent, it poses risks to human rights such…

Computers and Society · Computer Science 2025-10-08 Vyoma Raman , Camille Chabot , Betsy Popken

The current advancement in and deployment of agentic AI systems has created a set of key challenges for the legal frameworks that govern their use. We cover two central components: first, the regulatory classification of agents under the EU…

Computers and Society · Computer Science 2026-04-28 Philipp Hacker , Matthias Holweg