Soft Rough Set based span for unsupervised keyword extraction. - Niladri Chatterjee; Aayush Singha Roy; Nidhika Yadav (J. Intell. Fuzzy Syst., 2022)

Addressing Fast Changing Fashion Trends in Multi-Stage Recommender Systems. - Aayush Singha Roy; Edoardo D'Amico; Aonghus Lawlor; Neil Hurley (FLAIRS, 2023)

Scalable Deep Q-Learning for Session-Based Slate Recommendation. - Aayush Singha Roy; Edoardo D'Amico; Elias Z. Tragos; Aonghus Lawlor; Neil Hurley (RecSys, 2023)

Simulating Real-World News Consumption: Deep Q-Learning for Diverse User-Centric Slate Recommendations. - Aayush Singha Roy; Elias Z. Tragos; Aonghus Lawlor; Neil Hurley (INRA@RecSys, 2024)