Self-determination through explanation: an ethical perspective on the implementation of the transparency requirements for recommender systems set by the Digital Services Act of the European Union

被引:0
作者
Fabbri, Matteo [1 ]
机构
[1] IMT Sch Adv Studies, Lucca, Italy
来源
PROCEEDINGS OF THE 2023 AAAI/ACM CONFERENCE ON AI, ETHICS, AND SOCIETY, AIES 2023 | 2023年
关键词
Regulation of AI; Recommender Systems; Digital Services Act; Transparency; Digital Nudging; FRAGMENTATION;
D O I
10.1145/3600211.3604717
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In the contemporary information age, recommender systems (RSs) play a critical role in influencing online behaviour: from social media to e-commerce, from music streaming to news aggregators, individuals are constantly targeted by personalized recommendations suggesting contents that may interest them. Despite such diffusion, the extent to which recommendations influence users' decisions is still underexplored, given that independent audits on the structure and functioning of RSs deployed on online platforms are usually prevented by proprietary constraints. The nudging potential of RSs can represent a risk for vulnerable people: indeed, judicial cases involving platforms' responsibility for displaying recommendations that may lead to political radicalization or endangerment of minors have recently caught public attention. The Digital Services Act of the European Union (DSA) is the first supranational regulation that sets specific transparency and auditing requirements for RSs implemented by online platforms with the aim of enhancing users' self-determination: in particular, it allows users to modify the parameters on which recommendations rely so to let them choose autonomously which kind of content they want to see. This research focuses on whether and how the enforcement of this regulation can mitigate the unfair consequences of the power imbalance between online platforms and users. To this aim, I discuss the harms arising from digital nudging based on RSs and propose explanations as a tool that can reduce the impact of those harms by increasing users' awareness. Through a comparative analysis of relevant articles of the DSA, the General Data Protection Regulation (GDPR) and the AI Act, I outline how the provisions of the DSA fill some of the gaps left by other relevant European regulations, while leaving the so-called right to explanation substantially unaddressed. As a result of this analysis, I argue that, in order for the implementation of the DSA provisions on recommender systems to be effective, policy-makers should: 1) enhance users' awareness through clear and easily accessible explanations on how the recommendation process works and how they can be influenced by it; 2) grant users the possibility of intervening directly on the strategies through which RSs target them on the platform's interface.
引用
收藏
页码:653 / 661
页数:9
相关论文
共 34 条
  • [1] Toward the next generation of recommender systems: A survey of the state-of-the-art and possible extensions
    Adomavicius, G
    Tuzhilin, A
    [J]. IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING, 2005, 17 (06) : 734 - 749
  • [2] [Anonymous], Proposal for a regulation of the European Parliament and of the Council establishing a Social Climate Fund
  • [3] Breaking the filter bubble: democracy and design
    Bozdag, Engin
    van den Hoven, Jeroen
    [J]. ETHICS AND INFORMATION TECHNOLOGY, 2016, 17 (04) : 249 - 265
  • [4] Bias in algorithmic filtering and personalization
    Bozdag, Engin
    [J]. ETHICS AND INFORMATION TECHNOLOGY, 2013, 15 (03) : 209 - 227
  • [5] Edwards Jonathan, 2022, Mother sues TikTok after 10- yearold died trying ' Blackout Challenge'
  • [6] enterprise.gov, Facebook preliminary views and comments on the Digital Services Act
  • [7] eur- lex.europa, Regulation (EU) 2016/ 679-General Data Protection Regulation
  • [8] eur- lex.europa, REGULATION (EU) 2022/2065 OF THE EUROPEAN PARLIAMENT AND OF THE COUNCIL of 19 October 2022 on a Single Market For Digital Services and amending Directive 2000/31/EC (Digital Services Act)
  • [9] European Centre for Algorithmic Transparency, about us
  • [10] European Commission, 2024, Official J Eur Union Series C(C/2024/506