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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 251–275 of 554 papers

TitleStatusHype
One Person, One Model--Learning Compound Router for Sequential RecommendationCode0
Dual-interest Factorization-heads Attention for Sequential RecommendationCode0
Improving End-to-End Sequential Recommendations with Intent-aware DiversificationCode0
TD3: Tucker Decomposition Based Dataset Distillation Method for Sequential RecommendationCode0
ABXI: Invariant Interest Adaptation for Task-Guided Cross-Domain Sequential RecommendationCode0
Multi-modality Meets Re-learning: Mitigating Negative Transfer in Sequential RecommendationCode0
MV-RNN: A Multi-View Recurrent Neural Network for Sequential RecommendationCode0
Mutual Harmony: Sequential Recommendation with Dual Contrastive NetworkCode0
Multi-Grained Preference Enhanced Transformer for Multi-Behavior Sequential RecommendationCode0
A Pre-trained Sequential Recommendation Framework: Popularity Dynamics for Zero-shot TransferCode0
Multi-Level Sequence Denoising with Cross-Signal Contrastive Learning for Sequential RecommendationCode0
Neighborhood-based Hard Negative Mining for Sequential RecommendationCode0
PARSRec: Explainable Personalized Attention-fused Recurrent Sequential Recommendation Using Session Partial ActionsCode0
Breaking the Clusters: Uniformity-Optimization for Text-Based Sequential RecommendationCode0
Modeling Sequential Recommendation as Missing Information ImputationCode0
Curriculum-scheduled Knowledge Distillation from Multiple Pre-trained Teachers for Multi-domain Sequential RecommendationCode0
Modeling Dynamic User Preference via Dictionary Learning for Sequential RecommendationCode0
Disentangling Past-Future Modeling in Sequential Recommendation via Dual NetworksCode0
Modeling and Analyzing the Influence of Non-Item Pages on Sequential Next-Item PredictionCode0
Meta-Learning with Adaptive Weighted Loss for Imbalanced Cold-Start RecommendationCode0
MaTrRec: Uniting Mamba and Transformer for Sequential RecommendationCode0
Calibration-Disentangled Learning and Relevance-Prioritized Reranking for Calibrated Sequential RecommendationCode0
Memory Augmented Graph Neural Networks for Sequential RecommendationCode0
LoRec: Large Language Model for Robust Sequential Recommendation against Poisoning AttacksCode0
DELRec: Distilling Sequential Pattern to Enhance LLMs-based Sequential RecommendationCode0
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