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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 251–300 of 554 papers

TitleStatusHype
Modeling Sequential Recommendation as Missing Information ImputationCode0
DELRec: Distilling Sequential Pattern to Enhance LLMs-based Sequential RecommendationCode0
Towards Open-world Cross-Domain Sequential Recommendation: A Model-Agnostic Contrastive Denoising ApproachCode0
Sequential Recommendation with Probabilistic Logical ReasoningCode0
Preference Distillation for Personalized Generative RecommendationCode0
TTT4Rec: A Test-Time Training Approach for Rapid Adaption in Sequential RecommendationCode0
Sequential Recommendation with Auxiliary Item Relationships via Multi-Relational TransformerCode0
Improving Sequential Recommendations via Bidirectional Temporal Data Augmentation with Pre-trainingCode0
Understanding and Modeling Passive-Negative Feedback for Short-video Sequential RecommendationCode0
Improving Minimax Group Fairness in Sequential RecommendationCode0
Attacking Pre-trained RecommendationCode0
SSE-PT: Sequential Recommendation Via Personalized TransformerCode0
Adaptive Long-term Embedding with Denoising and Augmentation for RecommendationCode0
Privacy-Preserving Cross-Domain Sequential RecommendationCode0
Topic-Enhanced Memory Networks for Personalised Point-of-Interest RecommendationCode0
Disentangling Past-Future Modeling in Sequential Recommendation via Dual NetworksCode0
Curriculum-scheduled Knowledge Distillation from Multiple Pre-trained Teachers for Multi-domain Sequential RecommendationCode0
Prompt-based Multi-interest Learning Method for Sequential RecommendationCode0
Your Causal Self-Attentive Recommender Hosts a Lonely NeighborhoodCode0
UFNRec: Utilizing False Negative Samples for Sequential RecommendationCode0
Multi-Grained Preference Enhanced Transformer for Multi-Behavior Sequential RecommendationCode0
AutoSeqRec: Autoencoder for Efficient Sequential RecommendationCode0
Hierarchical Gating Networks for Sequential RecommendationCode0
Mutual Harmony: Sequential Recommendation with Dual Contrastive NetworkCode0
Sequential Recommendation with Controllable Diversification: Representation Degeneration and DiversityCode0
Dual-interest Factorization-heads Attention for Sequential RecommendationCode0
Behavior-Dependent Linear Recurrent Units for Efficient Sequential RecommendationCode0
Multi-Level Sequence Denoising with Cross-Signal Contrastive Learning for Sequential RecommendationCode0
DV-FSR: A Dual-View Target Attack Framework for Federated Sequential RecommendationCode0
GenRec: Generative Sequential Recommendation with Large Language ModelsCode0
BERT4Rec: Sequential Recommendation with Bidirectional Encoder Representations from TransformerCode0
Beyond Double Ascent via Recurrent Neural Tangent Kernel in Sequential RecommendationCode0
Robust Reinforcement Learning Objectives for Sequential Recommender SystemsCode0
Equivariant Contrastive Learning for Sequential RecommendationCode0
EchoMamba4Rec: Harmonizing Bidirectional State Space Models with Spectral Filtering for Advanced Sequential RecommendationCode0
PTF-FSR: A Parameter Transmission-Free Federated Sequential Recommender SystemCode0
Multi-modality Meets Re-learning: Mitigating Negative Transfer in Sequential RecommendationCode0
Improving Sequential Recommendation Models with an Enhanced Loss FunctionCode0
A Hierarchical Contextual Attention-based GRU Network for Sequential RecommendationCode0
AutoSAM: Towards Automatic Sampling of User Behaviors for Sequential Recommender SystemsCode0
Improving Sequential Recommenders through Counterfactual Augmentation of System ExposureCode0
Efficiently Maintaining Next Basket Recommendations under Additions and Deletions of Baskets and ItemsCode0
Unbiased and Robust: External Attention-enhanced Graph Contrastive Learning for Cross-domain Sequential RecommendationCode0
Factorial User Modeling with Hierarchical Graph Neural Network for Enhanced Sequential RecommendationCode0
Empowering Sequential Recommendation from Collaborative Signals and Semantic RelatednessCode0
HTP: Exploiting Holistic Temporal Patterns for Sequential RecommendationCode0
Aligning GPTRec with Beyond-Accuracy Goals with Reinforcement LearningCode0
Breaking the Clusters: Uniformity-Optimization for Text-Based Sequential RecommendationCode0
TriMLP: Revenge of a MLP-like Architecture in Sequential RecommendationCode0
Enhancing Sequential Music Recommendation with Personalized Popularity AwarenessCode0
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