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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 426–450 of 554 papers

TitleStatusHype
Multiple Key-value Strategy in Recommendation Systems Incorporating Large Language Model—0
Multi-Tower Multi-Interest Recommendation with User Representation Repel—0
STAR-Rec: Making Peace with Length Variance and Pattern Diversity in Sequential Recommendation—0
Non-invasive Self-attention for Side Information Fusion in Sequential Recommendation—0
NxtPost: User to Post Recommendations in Facebook Groups—0
Offline Adaptive Policy Leaning in Real-World Sequential Recommendation Systems—0
One Model for All: Large Language Models are Domain-Agnostic Recommendation Systems—0
Style4Rec: Enhancing Transformer-based E-commerce Recommendation Systems with Style and Shopping Cart Information—0
On Modeling Long-Term User Engagement from Stochastic Feedback—0
A Case Study on Sampling Strategies for Evaluating Neural Sequential Item Recommendation Models—0
Superposition-Assisted Stochastic Optimization for Hawkes Processes—0
Supervised Advantage Actor-Critic for Recommender Systems—0
PALR: Personalization Aware LLMs for Recommendation—0
Parallel Split-Join Networks for Shared-account Cross-domain Sequential Recommendations—0
PAS: A Position-Aware Similarity Measurement for Sequential Recommendation—0
Pattern-wise Transparent Sequential Recommendation—0
Pay Attention to Attention for Sequential Recommendation—0
Personalized next-best action recommendation with multi-party interaction learning for automated decision-making—0
Ensemble Modeling with Contrastive Knowledge Distillation for Sequential RecommendationCode0
Equivariant Contrastive Learning for Sequential RecommendationCode0
Breaking the Clusters: Uniformity-Optimization for Text-Based Sequential RecommendationCode0
Symmetry Structured Convolutional Neural NetworksCode0
Sequential Recommendation with Probabilistic Logical ReasoningCode0
Enhancing Sequential Music Recommendation with Negative Feedback-informed Contrastive LearningCode0
Exploring User Retrieval Integration towards Large Language Models for Cross-Domain Sequential RecommendationCode0
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