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Sequential Recommendation

Sequential recommendation is a sophisticated approach to providing personalized suggestions by analyzing users' historical interactions in a sequential manner. Unlike traditional recommendation systems, which consider items in isolation, sequential recommendation takes into account the temporal order of user actions. This method is particularly valuable in domains where the sequence of events matters, such as streaming services, e-commerce platforms, and social media.

Papers

Showing 76100 of 554 papers

TitleStatusHype
Exploring Periodicity and Interactivity in Multi-Interest Framework for Sequential RecommendationCode1
Ada-Ranker: A Data Distribution Adaptive Ranking Paradigm for Sequential RecommendationCode1
Filter-enhanced MLP is All You Need for Sequential RecommendationCode1
Flow Matching based Sequential Recommender ModelCode1
Beyond Learning from Next Item: Sequential Recommendation via Personalized Interest SustainabilityCode1
Data Augmentation as Free Lunch: Exploring the Test-Time Augmentation for Sequential RecommendationCode1
CT4Rec: Simple yet Effective Consistency Training for Sequential RecommendationCode1
An Empirical Study of Training ID-Agnostic Multi-modal Sequential RecommendersCode1
Debiasing Sequential Recommenders through Distributionally Robust Optimization over System ExposureCode1
Debiased Contrastive Learning for Sequential RecommendationCode1
Graph Masked Autoencoder for Sequential RecommendationCode1
CARCA: Context and Attribute-Aware Next-Item Recommendation via Cross-AttentionCode1
Advances in Collaborative Filtering and RankingCode1
Generative Recommender with End-to-End Learnable Item TokenizationCode1
Hierarchical Time-Aware Mixture of Experts for Multi-Modal Sequential RecommendationCode1
A Self-Correcting Sequential RecommenderCode1
Adversarial and Contrastive Variational Autoencoder for Sequential RecommendationCode1
A Survey on Cross-Domain Sequential RecommendationCode1
DiffuRec: A Diffusion Model for Sequential RecommendationCode1
A Contextual-Aware Position Encoding for Sequential RecommendationCode1
Collaborative Word-based Pre-trained Item Representation for Transferable RecommendationCode1
A Survey on Accuracy-oriented Neural Recommendation: From Collaborative Filtering to Information-rich RecommendationCode1
Dynamic Memory based Attention Network for Sequential RecommendationCode1
A Generic Network Compression Framework for Sequential Recommender SystemsCode1
ELECRec: Training Sequential Recommenders as DiscriminatorsCode1
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