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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

Showing 101125 of 554 papers

TitleStatusHype
gSASRec: Reducing Overconfidence in Sequential Recommendation Trained with Negative SamplingCode1
Knowledge Prompt-tuning for Sequential RecommendationCode1
Online Distillation-enhanced Multi-modal Transformer for Sequential RecommendationCode1
Reciprocal Sequential RecommendationCode1
Efficient Failure Pattern Identification of Predictive AlgorithmsCode1
TransAct: Transformer-based Realtime User Action Model for Recommendation at PinterestCode1
Text Is All You Need: Learning Language Representations for Sequential RecommendationCode1
When Search Meets Recommendation: Learning Disentangled Search Representation for RecommendationCode1
Graph Masked Autoencoder for Sequential RecommendationCode1
Self-Supervised Multi-Modal Sequential RecommendationCode1
Frequency Enhanced Hybrid Attention Network for Sequential RecommendationCode1
MELT: Mutual Enhancement of Long-Tailed User and Item for Sequential RecommendationCode1
Attention Mixtures for Time-Aware Sequential RecommendationCode1
Meta-optimized Contrastive Learning for Sequential RecommendationCode1
Contrastive Cross-Domain Sequential RecommendationCode1
Zero-Shot Next-Item Recommendation using Large Pretrained Language ModelsCode1
DiffuRec: A Diffusion Model for Sequential RecommendationCode1
EasyDGL: Encode, Train and Interpret for Continuous-time Dynamic Graph LearningCode1
Debiased Contrastive Learning for Sequential RecommendationCode1
Dually Enhanced Propensity Score Estimation in Sequential RecommendationCode1
A Self-Correcting Sequential RecommenderCode1
Mutual Wasserstein Discrepancy Minimization for Sequential RecommendationCode1
Debiasing the Cloze Task in Sequential Recommendation with Bidirectional TransformersCode1
Uniform Sequence Better: Time Interval Aware Data Augmentation for Sequential RecommendationCode1
Towards Out-of-Distribution Sequential Event Prediction: A Causal TreatmentCode1
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