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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 451–475 of 554 papers

TitleStatusHype
CosRec: 2D Convolutional Neural Networks for Sequential RecommendationCode0
Personalized Top-N Sequential Recommendation via Convolutional Sequence EmbeddingCode0
Factorial User Modeling with Hierarchical Graph Neural Network for Enhanced Sequential RecommendationCode0
Robust Reinforcement Learning Objectives for Sequential Recommender SystemsCode0
TD3: Tucker Decomposition Based Dataset Distillation Method for Sequential RecommendationCode0
CPMR: Context-Aware Incremental Sequential Recommendation with Pseudo-Multi-Task LearningCode0
Positional encoding is not the same as context: A study on positional encoding for sequential recommendationCode0
TEA: A Sequential Recommendation Framework via Temporally Evolving AggregationsCode0
ABXI: Invariant Interest Adaptation for Task-Guided Cross-Domain Sequential RecommendationCode0
Cracking the Code of Negative Transfer: A Cooperative Game Theoretic Approach for Cross-Domain Sequential RecommendationCode0
CROSSAN: Towards Efficient and Effective Adaptation of Multiple Multimodal Foundation Models for Sequential RecommendationCode0
TriMLP: Revenge of a MLP-like Architecture in Sequential RecommendationCode0
LoRec: Large Language Model for Robust Sequential Recommendation against Poisoning AttacksCode0
Prediction then Correction: An Abductive Prediction Correction Method for Sequential RecommendationCode0
Efficiently Maintaining Next Basket Recommendations under Additions and Deletions of Baskets and ItemsCode0
Adaptive User Modeling with Long and Short-Term Preferences for Personalized RecommendationCode0
CSRec: Rethinking Sequential Recommendation from A Causal PerspectiveCode0
MaTrRec: Uniting Mamba and Transformer for Sequential RecommendationCode0
Semantic-enhanced Co-attention Prompt Learning for Non-overlapping Cross-Domain RecommendationCode0
Future Sight and Tough Fights: Revolutionizing Sequential Recommendation with FENRecCode0
Calibration-Disentangled Learning and Relevance-Prioritized Reranking for Calibrated Sequential RecommendationCode0
Semantic Gaussian Mixture Variational Autoencoder for Sequential RecommendationCode0
EchoMamba4Rec: Harmonizing Bidirectional State Space Models with Spectral Filtering for Advanced Sequential RecommendationCode0
A Pre-trained Sequential Recommendation Framework: Popularity Dynamics for Zero-shot TransferCode0
CSSR: A Context-Aware Sequential Software Service Recommendation ModelCode0
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