Aayush Singha Roy

Affiliations. Insight Centre for Data Analytics. University College of Dublin (UCD).

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My name is Aayush Singha Roy and I’m currently pursuing a PhD at the University College of Dublin where I am specializing in the field of A.I. with a focus on session based slate recommender systems algorithms.

I’m a member of the Insight Centre for Data Analytics and I’m currently working under the supervision of Prof. Neil Hurley. I recently finished my Summer Internship 2024 at Adobe India with Media Data Science Research (MDSR) Lab. Incoming Research PhD Intern, Adobe Research, Bangalore.

Selected publications

2025

  1. Don’t Get Bored: Enhancing Scalability and Diversity in Session-Based Slate Recommendation
    Aayush Singha Roy, Edoardo D’Amico, Elias Tragos, and 2 more authors
    ACM Transactions on Recommender Systems, 2025

2024

  1. Simulating Real-World News Consumption: Deep Q-Learning for Diverse User-Centric Slate Recommendations
    Aayush Singha Roy, Elias Tragos, Aonghus Lawlor, and 1 more author
    2024

2023

  1. Scalable Deep Q-Learning for Session-Based Slate Recommendation
    Aayush Singha Roy, Edoardo D’Amico, Aonghus Lawlor, and 1 more author
    In Seventeenth ACM Conference on Recommender Systems (RecSys ’23), 2023
  2. Addressing Fast Changing Fashion Trends in Multi-Stage Recommender Systems
    Aayush Singha Roy, Edoardo D’Amico, Aonghus Lawlor, and 1 more author
    In The International FLAIRS Conference Proceedings, 2023