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Author

Gergo Varady

2 papers indexed here

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#artificial intelligence Preprint Sep 2026

Explainable Recommendations at Scale: LLM Rationales for YouTube Music Artist Discovery

This paper presents an industry case study of a decoupled recommendation architecture that successfully scales exploration without compromising latency, and demonstrates that combining LLM-backed recommendations with these explanatory rationales significantly reduces the trust barrier for new content.

Xiao Liu, Yan-Wei Song, Srivaths Ranganathan et al. · 0 citations
Jul 2026

Breaking the Loop: An Empirical Comparison of Strategies for Novelty and Freshness in YouTube Music

Continuously trained ranking models in music recommenders fall into feedback loops where previously consumed items dominate recommendations. This suppresses two distinct content classes: new releases (temporal freshness) and unlistened catalog items (novelty). Industry practitioners have a wide menu of interventions av...

Srivaths Ranganathan, Zihuan Diao, Bernardo Cunha et al. · 0 citations

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