| 2025 | USB-Rec: An Effective Framework for Improving Conversational Recommendation Capability of Large Language Model. | Jianyu Wen, Jingyun Wang, Cilin Yan, Jiayin Cai, Xiaolong Jiang, Ying Zhang |
| 2025 | Efficient Off-Policy Evaluation of Content Blending in Station-Based Music Experiences. | Chelsea Weaver, Arvind Balasubramanian, Juan Borgnino, Ben London |
| 2025 | Consistent Explainers or Unreliable Narrators? Understanding LLM-generated Group Recommendations. | Cedric Waterschoot, Nava Tintarev, Francesco Barile |
| 2025 | Not All Impressions Are Created Equal: Psychology-Informed Retention Optimization for Short-Form Video Recommendation. | Yuyan Wang, Jing Zhong, Yuxin Cui, Zhaohui Guo, Chuanqi Wei, Yanchen Wang, Zellux Wang |
| 2025 | Enhancing Transferability and Consistency in Cross-Domain Recommendations via Supervised Disentanglement. | Yuhan Wang, Qing Xie, Zhifeng Bao, Mengzi Tang, Lin Li, Yongjian Liu |
| 2025 | Privacy Risks of LLM-Empowered Recommender Systems: An Inversion Attack Perspective. | Yubo Wang, Min Tang, Nuo Shen, Shujie Cui, Weiqing Wang |
| 2025 | Off-Policy Evaluation of Candidate Generators in Two-Stage Recommender Systems. | Peiyao Wang, Zhan Shi, Amina Shabbeer, Ben London |
| 2025 | Item-centric Exploration for Cold Start Problem. | Dong Wang, Junyi Jiao, Arnab Bhadury, Yaping Zhang, Mingyan Gao, Onkar Dalal |
| 2025 | Beyond Visit Trajectories: Enhancing POI Recommendation via LLM-Augmented Text and Image Representations. | Zehui Wang, Wolfram Hpken, Dietmar Jannach |
| 2025 | Fashion-AlterEval: A Dataset for Improved Evaluation of Conversational Recommendation Systems with Alternative Relevant Items. | Maria Vlachou |
| 2025 | Failure Prediction in Conversational Recommendation Systems. | Maria Vlachou |
| 2025 | Data Access for Recommender Systems Research: leveraging the EU's Digital Services Act. | Joo Vinagre, Lorenzo Porcaro, Silvia Merisio, Erasmo Purificato, Emilia Gmez |
| 2025 | APS Explorer: Navigating Algorithm Performance Spaces for Informed Dataset Selection. | Tobias Vente, Michael Heep, Abdullah Abbas, Theodor Sperle, Joeran Beel, Bart Goethals |
| 2025 | Interactive Playlist Generation from Titles. | Ela Vellard, Enzo Charolois-Pasqua, Youssra Rebboud, Pasquale Lisena, Raphal Troncy |
| 2025 | Not One News Recommender To Fit Them All: How Different Recommender Strategies Serve Various User Segments. | Hanne Vandenbroucke, Ulysse Maes, Lien Michiels, Annelien Smets |
| 2025 | Cross-Batch Aggregation for Streaming Learning from Label Proportions in Industrial-Scale Recommendation Systems. | Jonathan Valverde, Tiansheng Yao, Xiang Li, Yuan Gao, Yin Zhang, Andrew Evdokimov, Adam Kraft, Samuel Ieong, Jerry Zhang, Ed H. Chi, Derek Zhiyuan Cheng, Ruoxi Wang |
| 2025 | From Previous Plays to Long-Term Tastes: Exploring the Long-term Reliability of Recommender Systems Simulations for Children. | Robin Ungruh, Alejandro Bellogn, Maria Soledad Pera |
| 2025 | Impacts of Mainstream-Driven Algorithms on Recommendations for Children Across Domains: A Reproducibility Study. | Robin Ungruh, Alejandro Bellogn, Dominik Kowald, Maria Soledad Pera |
| 2025 | Are Recommender Systems Serving Children? Toward Child-Aware Design and Evaluation. | Robin Ungruh |
| 2025 | "Beyond the past": Leveraging Audio and Human Memory for Sequential Music Recommendation. | Viet-Anh Tran, Bruno Massoni Sguerra, Gabriel Meseguer-Brocal, La Briand, Manuel Moussallam |
| 2025 | You Don't Bring Me Flowers: Mitigating Unwanted Recommendations Through Conformal Risk Control. | Giovanni De Toni, Erasmo Purificato, Emilia Gmez, Andrea Passerini, Bruno Lepri, Cristian Consonni |
| 2025 | Prompt-to-Slate: Diffusion Models for Prompt-Conditioned Slate Generation. | Federico Tomasi, Francesco Fabbri, Justin Carter, Elias Kalomiris, Mounia Lalmas, Zhenwen Dai |
| 2025 | eSASRec: Enhancing Transformer-based Recommendations in a Modular Fashion. | Daria Tikhonovich, Nikita Zelinskiy, Aleksandr V. Petrov, Mayya Spirina, Andrei Semenov, Andrey V. Savchenko, Sergei Kuliev |
| 2025 | RicciFlowRec: A Geometric Root Cause Recommender Using Ricci Curvature on Financial Graphs. | Zhongtian Sun, Anoushka Harit |
| 2025 | See the Movie, Hear the Song, Read the Book: Extending MovieLens-1M, Last.fm-2K, and DBbook with Multimodal Data. | Giuseppe Spillo, Elio Musacchio, Cataldo Musto, Marco de Gemmis, Pasquale Lops, Giovanni Semeraro |