SOTAVerified

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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 501–550 of 554 papers

TitleStatusHype
Improving Sequential Recommendation Models with an Enhanced Loss FunctionCode0
Empowering Sequential Recommendation from Collaborative Signals and Semantic RelatednessCode0
TTT4Rec: A Test-Time Training Approach for Rapid Adaption in Sequential RecommendationCode0
Sequential Recommendation for Optimizing Both Immediate Feedback and Long-term RetentionCode0
Improving End-to-End Sequential Recommendations with Intent-aware DiversificationCode0
Attacking Pre-trained RecommendationCode0
Data Watermarking for Sequential Recommender SystemsCode0
Improving Minimax Group Fairness in Sequential RecommendationCode0
XDM: Improving Sequential Deep Matching with Unclicked User Behaviors for Recommender SystemCode0
SSE-PT: Sequential Recommendation Via Personalized TransformerCode0
Adaptive Long-term Embedding with Denoising and Augmentation for RecommendationCode0
Improving Sequential Recommenders through Counterfactual Augmentation of System ExposureCode0
Topic-Enhanced Memory Networks for Personalised Point-of-Interest RecommendationCode0
UFNRec: Utilizing False Negative Samples for Sequential RecommendationCode0
Multi-Grained Preference Enhanced Transformer for Multi-Behavior Sequential RecommendationCode0
Privacy-Preserving Cross-Domain Sequential RecommendationCode0
DV-FSR: A Dual-View Target Attack Framework for Federated Sequential RecommendationCode0
Multi-Level Sequence Denoising with Cross-Signal Contrastive Learning for Sequential RecommendationCode0
Prompt-based Multi-interest Learning Method for Sequential RecommendationCode0
Multi-modality Meets Re-learning: Mitigating Negative Transfer in Sequential RecommendationCode0
Your Causal Self-Attentive Recommender Hosts a Lonely NeighborhoodCode0
GenRec: Generative Sequential Recommendation with Large Language ModelsCode0
Unconditional Diffusion for Generative Sequential RecommendationCode0
AutoSeqRec: Autoencoder for Efficient Sequential RecommendationCode0
The Whole is Better than the Sum: Using Aggregated Demonstrations in In-Context Learning for Sequential RecommendationCode0
KATRec: Knowledge Aware aTtentive Sequential RecommendationsCode0
Towards Open-world Cross-Domain Sequential Recommendation: A Model-Agnostic Contrastive Denoising ApproachCode0
Sequential Recommendation with Auxiliary Item Relationships via Multi-Relational TransformerCode0
Improving Sequential Recommendations via Bidirectional Temporal Data Augmentation with Pre-trainingCode0
MV-RNN: A Multi-View Recurrent Neural Network for Sequential RecommendationCode0
Neighborhood-based Hard Negative Mining for Sequential RecommendationCode0
Sequential Recommendation with Controllable Diversification: Representation Degeneration and DiversityCode0
Contrastive Enhanced Slide Filter Mixer for Sequential RecommendationCode0
Behavior-Dependent Linear Recurrent Units for Efficient Sequential RecommendationCode0
Reformulating Sequential Recommendation: Learning Dynamic User Interest with Content-enriched Language ModelingCode0
BERT4Rec: Sequential Recommendation with Bidirectional Encoder Representations from TransformerCode0
One Person, One Model--Learning Compound Router for Sequential RecommendationCode0
Beyond Double Ascent via Recurrent Neural Tangent Kernel in Sequential RecommendationCode0
Disentangling Past-Future Modeling in Sequential Recommendation via Dual NetworksCode0
Learning Positional Attention for Sequential RecommendationCode0
PTF-FSR: A Parameter Transmission-Free Federated Sequential Recommender SystemCode0
Reinforcement Learning-enhanced Shared-account Cross-domain Sequential RecommendationCode0
Learning Robust Sequential Recommenders through Confident Soft LabelsCode0
Sequential Recommendation with Dual Side Neighbor-based Collaborative Relation ModelingCode0
DeepRec: An Open-source Toolkit for Deep Learning based RecommendationCode0
Curriculum-scheduled Knowledge Distillation from Multiple Pre-trained Teachers for Multi-domain Sequential RecommendationCode0
Unbiased and Robust: External Attention-enhanced Graph Contrastive Learning for Cross-domain Sequential RecommendationCode0
Leave No One Behind: Online Self-Supervised Self-Distillation for Sequential RecommendationCode0
PARSRec: Explainable Personalized Attention-fused Recurrent Sequential Recommendation Using Session Partial ActionsCode0
AutoSAM: Towards Automatic Sampling of User Behaviors for Sequential Recommender SystemsCode0
Show:102550
← PrevPage 11 of 12Next →

No leaderboard results yet.