The 1st International Workshop on Risks, Opportunities, and Evaluation of Generative Models in Recommendation (ROEGEN)

We present an overview of a workshop focused on the exploration of generative models within recommender systems (RS). It highlights the dual nature of these technologies: on the one hand, they offer groundbreaking opportunities for enhancing RS through improved personalization, innovative content creation, and interactive user experiences; on the other hand, they introduce a range of challenges, including bias, misinformation, privacy concerns, and environmental impact.

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Published
2024-10-08
DOI
https://doi.org/10.1145/3640457.3687112
Primary Topic
Recommender Systems and Techniques
Type
article
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article

The 1st International Workshop on Risks, Opportunities, and Evaluation of Generative Models in Recommendation (ROEGEN)

Yashar Deldjoo, Julian McAuley, Scott Sanner, Enrico Palumbo et al.
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Recommender Systems and Techniques
article

The 1st International Workshop on Risks, Opportunities, and Evaluation of Generative Models in Recommendation (ROEGEN)

Yashar Deldjoo, Julian McAuley, Scott Sanner, Enrico Palumbo, Pablo Castells, Shuai Zhang
article en

Abstract

We present an overview of a workshop focused on the exploration of generative models within recommender systems (RS). It highlights the dual nature of these technologies: on the one hand, they offer groundbreaking opportunities for enhancing RS through improved personalization, innovative content creation, and interactive user experiences; on the other hand, they introduce a range of challenges, including bias, misinformation, privacy concerns, and environmental impact.

Amazon (United States) (US), University of Toronto (CA), University of California San Diego (US), Polytechnic University of Bari (IT)
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Openalex Percentile: Top 73%
Recommender Systems and Techniques
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