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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 376–400 of 554 papers

TitleStatusHype
Beyond Learning from Next Item: Sequential Recommendation via Personalized Interest SustainabilityCode1
DUET: A Tuning-Free Device-Cloud Collaborative Parameters Generation Framework for Efficient Device Model GeneralizationCode1
Beyond Double Ascent via Recurrent Neural Tangent Kernel in Sequential RecommendationCode0
Explanation Guided Contrastive Learning for Sequential RecommendationCode1
ContrastVAE: Contrastive Variational AutoEncoder for Sequential RecommendationCode1
Multi-level Contrastive Learning Framework for Sequential Recommendation—0
Towards Communication Efficient and Fair Federated Personalized Sequential Recommendation—0
KuaiRand: An Unbiased Sequential Recommendation Dataset with Randomly Exposed VideosCode1
Improving Micro-video Recommendation by Controlling Position Bias—0
IDNP: Interest Dynamics Modeling using Generative Neural Processes for Sequential Recommendation—0
Time Lag Aware Sequential Recommendation—0
UFNRec: Utilizing False Negative Samples for Sequential RecommendationCode0
Contrastive Learning with Bidirectional Transformers for Sequential RecommendationCode1
Sparse Attentive Memory Network for Click-through Rate Prediction with Long SequencesCode0
Generating Negative Samples for Sequential Recommendation—0
Long Short-Term Preference Modeling for Continuous-Time Sequential Recommendation—0
Factorial User Modeling with Hierarchical Graph Neural Network for Enhanced Sequential RecommendationCode0
A Systematic Review and Replicability Study of BERT4Rec for Sequential RecommendationCode1
Multi-Behavior Hypergraph-Enhanced Transformer for Sequential RecommendationCode1
Sequential Recommendation Model for Next Purchase PredictionCode1
Effective and Efficient Training for Sequential Recommendation using Recency SamplingCode1
Reinforcement Learning-enhanced Shared-account Cross-domain Sequential RecommendationCode0
Time Interval-enhanced Graph Neural Network for Shared-account Cross-domain Sequential RecommendationCode1
Recommender Transformers with Behavior Pathways—0
ID-Agnostic User Behavior Pre-training for Sequential Recommendation—0
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