Sequential Recommendation

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7 papers in the last four weeks, level with the four weeks before. 0.1% of all new papers.

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  1. Modeling Behavioral Intensity and Transitions for Generative Recommendation

    Apr 27, 2026Wenxuan Yang, Xiaoyang Xu, Hanyu Zhang +3Sequential RecommendationRecommender Systems

    Ant Group · Fudan University

  2. Versioned Late Materialization for Ultra-Long Sequence Training in Recommendation Systems at Scale

    Apr 27, 2026Liang Guo, Ge Song, Litao Deng +9Sequential RecommendationTraining Data Curation

    Meta Platforms, Inc., USA

  3. FreeScale: Distributed Training for Sequence Recommendation Models with Minimal Scaling Cost

    Apr 27, 2026Chenhao Feng, Haoli Zhang, Shakhzod Ali-Zade +17Sequential RecommendationCommunication-Efficient Distributed Training

    1Meta Inc.

  4. Pre-trained LLMs Meet Sequential Recommenders: Efficient User-Centric Knowledge Distillation

    Apr 23, 2026Nikita Severin, Danil Kartushov, Vladislav Urzhumov +8Sequential RecommendationLanguage Model Distillation

    Independent researcher, Belgrade, Serbia · ITMO University, Saint Petersburg, Russia · Innopolis University, Innopolis, Russia +3

  5. CAST: Modeling Semantic-Level Transitions for Complementary-Aware Sequential Recommendation

    Apr 21, 2026Qian Zhang, Lech Szymanski, Haibo Zhang +1Sequential RecommendationRecommender Systems

    School of Computing, University of Otago · Dunedin, New Zealand · University of New South Wales +1

  6. HORIZON: A Benchmark for In-the-wild User Behaviour Modeling

    Apr 19, 2026Arnav Goel, Pranjal A Chitale, Bhawna Paliwal +2Sequential RecommendationUser Modeling

    Carnegie Mellon University · Microsoft Research India · University of California, Berkeley

  7. Learning Behaviorally Grounded Item Embeddings via Personalized Temporal Contexts

    Apr 16, 2026Rafael T. Sereicikas, Pedro R. Pires, Gregorio F. Azevedo +1Sequential RecommendationRecommender Systems

    Federal University of São Carlos · Sorocaba, São Paulo, Brazil

  8. MISApp: Multi-Hop Intent-Aware Session Graph Learning for Next App Prediction

    Mar 23, 2026Yunchi Yang, Longlong Li, Jianliang Wu +1Sequential RecommendationRecommender Systems

    School of Physical and Mathematical Sciences, Nanyang Technological University, Singapore 637371, Singapore · School of Mathematics, Shandong University, Jinan 250100, China · Data Science Institute, Shandong University, Jinan 250100, China

  9. HiSAC: Hierarchical Sparse Activation Compression for Ultra-long Sequence Modeling in Recommenders

    Feb 24, 2026Kun Yuan, Junyu Bi, Daixuan Cheng +5Sequential RecommendationHierarchical Representation Learning

    Alibaba Group · Beijing, China · Renmin University

  10. CaST-POI: Candidate-Conditioned Spatiotemporal Modeling for Next POI Recommendation

    Feb 10, 2026Zhenyu Yu, Chunlei Meng, Yangchen Zeng +3Sequential RecommendationRecommender Systems

    College of Computer Science and Artificial Intelligence Fudan University Shanghai, China · College of Intelligent Robotics and Advanced Manufacturing Fudan University Shanghai, China · School of Cyber Science and Engineering Southeast University Nanjing, China +2

  11. The Best of the Two Worlds: Harmonizing Semantic and Hash IDs for Sequential Recommendation

    Dec 11, 2025Ziwei Liu, Yejing Wang, Wanyu Wang +6Semantic ID RecommendationSequential Recommendation

    City University of Hong Kong Hong Kong, China · Tongji University Shanghai, China · Xi’an Jiaotong University Xi’an, China +3

  12. CoFiRec: Coarse-to-Fine Tokenization for Generative Recommendation

    Nov 27, 2025Tianxin Wei, Xuying Ning, Xuxing Chen +6Sequential RecommendationHierarchical Representation Learning

    University of Illinois Urbana-Champaign · Meta · University of California San Diego

  13. Impatient Bandits: Optimizing for the Long-Term Without Delay

    Jan 14, 2025Kelly W. Zhang, Thomas Baldwin-McDonald, Kamil Ciosek +2Multi-Armed BanditsSequential Recommendation

    Imperial College London · University of Manchester · Spotify +2

  14. Enhancing High-order Interaction Awareness in LLM-based Recommender Model

    Sep 30, 2024Xinfeng Wang, Jin Cui, Fumiyo Fukumoto +1Sequential RecommendationFeature Interaction Modeling

    Graduate School of Engineering University of Yamanashi, Kofu, Japan · Interdisciplinary Graduate School University of Yamanashi, Kofu, Japan

  15. Unleash LLMs Potential for Sequential Recommendation by Coordinating Dual Dynamic Index Mechanism

    Sep 14, 2024Jun Yin, Zhengxin Zeng, Mingzheng Li +11Sequential RecommendationLarge Language Model-Based Recommendation

    Central South University Changsha, China · Microsoft AI Beijing, China · Microsoft Research Asia Beijing, China +1