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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 101–150 of 554 papers

TitleStatusHype
gSASRec: Reducing Overconfidence in Sequential Recommendation Trained with Negative SamplingCode1
Online Distillation-enhanced Multi-modal Transformer for Sequential RecommendationCode1
Continuous-Time Sequential Recommendation with Temporal Graph Collaborative TransformerCode1
Contrastive Cross-Domain Sequential RecommendationCode1
A Systematic Review and Replicability Study of BERT4Rec for Sequential RecommendationCode1
Contrastive Learning for Representation Degeneration Problem in Sequential RecommendationCode1
A Large Language Model Enhanced Sequential Recommender for Joint Video and Comment RecommendationCode1
Contrastive Learning with Bidirectional Transformers for Sequential RecommendationCode1
Contrastive Learning for Sequential RecommendationCode1
Plug-in Diffusion Model for Sequential RecommendationCode1
Flow Matching based Sequential Recommender ModelCode1
ContrastVAE: Contrastive Variational AutoEncoder for Sequential RecommendationCode1
Controllable Multi-Interest Framework for RecommendationCode1
Attention Mixtures for Time-Aware Sequential RecommendationCode1
Filter-enhanced MLP is All You Need for Sequential RecommendationCode1
Frequency Enhanced Hybrid Attention Network for Sequential RecommendationCode1
Augmenting Sequential Recommendation with Balanced Relevance and DiversityCode1
Efficient Failure Pattern Identification of Predictive AlgorithmsCode1
Harnessing Large Language Models for Text-Rich Sequential RecommendationCode1
RecJPQ: Training Large-Catalogue Sequential RecommendersCode1
ELECRec: Training Sequential Recommenders as DiscriminatorsCode1
Exploiting Session Information in BERT-based Session-aware Sequential RecommendationCode1
Self-Attentive Sequential RecommendationCode1
Customizing Language Models with Instance-wise LoRA for Sequential RecommendationCode1
Generative Recommender with End-to-End Learnable Item TokenizationCode1
Repeated Padding for Sequential RecommendationCode1
Explanation Guided Contrastive Learning for Sequential RecommendationCode1
Exploring Periodicity and Interactivity in Multi-Interest Framework for Sequential RecommendationCode1
Dynamic Memory based Attention Network for Sequential RecommendationCode1
Data Augmentation as Free Lunch: Exploring the Test-Time Augmentation for Sequential RecommendationCode1
An Attentive Inductive Bias for Sequential Recommendation beyond the Self-AttentionCode1
Diffusion-based Contrastive Learning for Sequential RecommendationCode1
Debiased Contrastive Learning for Sequential RecommendationCode1
Debiasing Sequential Recommenders through Distributionally Robust Optimization over System ExposureCode1
Debiasing the Cloze Task in Sequential Recommendation with Bidirectional TransformersCode1
Decoupled Side Information Fusion for Sequential RecommendationCode1
FindRec: Stein-Guided Entropic Flow for Multi-Modal Sequential RecommendationCode1
FineRec:Exploring Fine-grained Sequential RecommendationCode1
An Empirical Study of Training ID-Agnostic Multi-modal Sequential RecommendersCode1
Future-Aware Diverse Trends Framework for RecommendationCode1
Beyond Learning from Next Item: Sequential Recommendation via Personalized Interest SustainabilityCode1
GLoSS: Generative Language Models with Semantic Search for Sequential RecommendationCode1
Dual Attentive Sequential Learning for Cross-Domain Click-Through Rate PredictionCode1
Evaluating Performance and Bias of Negative Sampling in Large-Scale Sequential Recommendation ModelsCode1
Determinantal Point Process Likelihoods for Sequential RecommendationCode1
SIGMA: Selective Gated Mamba for Sequential RecommendationCode1
DIFF: Dual Side-Information Filtering and Fusion for Sequential RecommendationCode1
DiffuRec: A Diffusion Model for Sequential RecommendationCode1
Diffusion Augmentation for Sequential RecommendationCode1
FedDCSR: Federated Cross-domain Sequential Recommendation via Disentangled Representation LearningCode1
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