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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

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Showing 151–200 of 554 papers

TitleStatusHype
APGL4SR: A Generic Framework with Adaptive and Personalized Global Collaborative Information in Sequential RecommendationCode1
MEANTIME: Mixture of Attention Mechanisms with Multi-temporal Embeddings for Sequential RecommendationCode1
Memory Augmented Multi-Instance Contrastive Predictive Coding for Sequential RecommendationCode1
DUET: A Tuning-Free Device-Cloud Collaborative Parameters Generation Framework for Efficient Device Model GeneralizationCode1
GLoSS: Generative Language Models with Semantic Search for Sequential RecommendationCode1
Filter-enhanced MLP is All You Need for Sequential RecommendationCode1
Mixed Information Flow for Cross-domain Sequential RecommendationsCode1
Modeling Sequences as Distributions with Uncertainty for Sequential RecommendationCode1
Data Augmentation as Free Lunch: Exploring the Test-Time Augmentation for Sequential RecommendationCode1
An Attentive Inductive Bias for Sequential Recommendation beyond the Self-AttentionCode1
Multi-Behavior Sequential Recommendation with Temporal Graph TransformerCode1
Mutual Wasserstein Discrepancy Minimization for Sequential RecommendationCode1
Flow Matching based Sequential Recommender ModelCode1
Oracle-guided Dynamic User Preference Modeling for Sequential RecommendationCode1
Dually Enhanced Propensity Score Estimation in Sequential RecommendationCode1
CT4Rec: Simple yet Effective Consistency Training for Sequential RecommendationCode1
FineRec:Exploring Fine-grained Sequential RecommendationCode1
Dynamic Graph Neural Networks for Sequential RecommendationCode1
Dynamic Memory based Attention Network for Sequential RecommendationCode1
E4SRec: An Elegant Effective Efficient Extensible Solution of Large Language Models for Sequential RecommendationCode1
EAGER: Two-Stream Generative Recommender with Behavior-Semantic CollaborationCode1
EasyDGL: Encode, Train and Interpret for Continuous-time Dynamic Graph LearningCode1
Improving Contrastive Learning with Model AugmentationCode1
RecGPT: Generative Pre-training for Text-based RecommendationCode1
Is Contrastive Learning Necessary? A Study of Data Augmentation vs Contrastive Learning in Sequential RecommendationCode1
CARCA: Context and Attribute-Aware Next-Item Recommendation via Cross-AttentionCode1
Advances in Collaborative Filtering and RankingCode1
Efficient Failure Pattern Identification of Predictive AlgorithmsCode1
Repeated Padding for Sequential RecommendationCode1
ResAct: Reinforcing Long-term Engagement in Sequential Recommendation with Residual ActorCode1
Linear-Time Self Attention with Codeword Histogram for Efficient RecommendationCode1
ELECRec: Training Sequential Recommenders as DiscriminatorsCode1
A Self-Correcting Sequential RecommenderCode1
Scalable Cross-Entropy Loss for Sequential Recommendations with Large Item CatalogsCode1
Multi-Behavior Hypergraph-Enhanced Transformer for Sequential RecommendationCode1
Generative Recommender with End-to-End Learnable Item TokenizationCode1
A Survey on Cross-Domain Sequential RecommendationCode1
Sequential Recommendation with Self-Attentive Multi-Adversarial NetworkCode1
Sequence-level Semantic Representation Fusion for Recommender SystemsCode1
Sequential Modeling with Multiple Attributes for Watchlist Recommendation in E-CommerceCode1
DA-GCN: A Domain-aware Attentive Graph Convolution Network for Shared-account Cross-domain Sequential Recommendation—0
DACSR: Decoupled-Aggregated End-to-End Calibrated Sequential Recommendation—0
Autoregressive Generation Strategies for Top-K Sequential Recommendations—0
ID-centric Pre-training for Recommendation—0
Intelligent Model Update Strategy for Sequential Recommendation—0
Automated Prompting for Non-overlapping Cross-domain Sequential Recommendation—0
CSRN: Collaborative Sequential Recommendation Networks for News Retrieval—0
HMamba: Hyperbolic Mamba for Sequential Recommendation—0
Cross-Domain Sequential Recommendation via Neural Process—0
An Analysis of Approaches Taken in the ACM RecSys Challenge 2018 for Automatic Music Playlist Continuation—0
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