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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 301350 of 554 papers

TitleStatusHype
Sample Enrichment via Temporary Operations on Subsequences for Sequential Recommendation0
END4Rec: Efficient Noise-Decoupling for Multi-Behavior Sequential Recommendation0
SANST: A Self-Attentive Network for Next Point-of-Interest Recommendation0
Enhancing CTR Prediction through Sequential Recommendation Pre-training: Introducing the SRP4CTR Framework0
Towards commands recommender system in BIM authoring tool using transformers0
Scaling Law of Large Sequential Recommendation Models0
Towards Communication Efficient and Fair Federated Personalized Sequential Recommendation0
Scene-adaptive Knowledge Distillation for Sequential Recommendation via Differentiable Architecture Search0
Extracting Attentive Social Temporal Excitation for Sequential Recommendation0
Facet-Aware Multi-Head Mixture-of-Experts Model for Sequential Recommendation0
FairSR: Fairness-aware Sequential Recommendation through Multi-Task Learning with Preference Graph Embeddings0
Farzi Data: Autoregressive Data Distillation0
SC-Rec: Enhancing Generative Retrieval with Self-Consistent Reranking for Sequential Recommendation0
Federated Mixture-of-Expert for Non-Overlapped Cross-Domain Sequential Recommendation0
FELLAS: Enhancing Federated Sequential Recommendation with LLM as External Services0
Few-shot Model Extraction Attacks against Sequential Recommender Systems0
Towards Differential Privacy in Sequential Recommendation: A Noisy Graph Neural Network Approach0
Filtering with Time-frequency Analysis: An Adaptive and Lightweight Model for Sequential Recommender Systems Based on Discrete Wavelet Transform0
Self-supervised Learning for Sequential Recommendation with Model Augmentation0
Fisher-Weighted Merge of Contrastive Learning Models in Sequential Recommendation0
Towards Efficient and Effective Adaptation of Large Language Models for Sequential Recommendation0
Self-Supervised Reinforcement Learning for Recommender Systems0
Freudian and Newtonian Recurrent Cell for Sequential Recommendation0
Fusing Similarity Models with Markov Chains for Sparse Sequential Recommendation0
Generate and Instantiate What You Prefer: Text-Guided Diffusion for Sequential Recommendation0
Generating Negative Samples for Sequential Recommendation0
Generative Diffusion Models for Sequential Recommendations0
Generative Sequential Recommendation with GPTRec0
GENET: Unleashing the Power of Side Information for Recommendation via Hypergraph Pre-training0
GIMIRec: Global Interaction Information Aware Multi-Interest Framework for Sequential Recommendation0
GLINT-RU: Gated Lightweight Intelligent Recurrent Units for Sequential Recommender Systems0
Semantic Retrieval Augmented Contrastive Learning for Sequential Recommendation0
GOT4Rec: Graph of Thoughts for Sequential Recommendation0
Seq2seq Translation Model for Sequential Recommendation0
G-STO: Sequential Main Shopping Intention Detection via Graph-Regularized Stochastic Transformer0
GUESR: A Global Unsupervised Data-Enhancement with Bucket-Cluster Sampling for Sequential Recommendation0
Detecting Changes in User Preferences using Hidden Markov Models for Sequential Recommendation Tasks0
Hierarchical Attention Fusion of Visual and Textual Representations for Cross-Domain Sequential Recommendation0
HeterRec: Heterogeneous Information Transformer for Scalable Sequential Recommendation0
Hierarchical Contrastive Learning with Multiple Augmentation for Sequential Recommendation0
Sequential Movie Genre Prediction using Average Transition Probability with Clustering0
HMamba: Hyperbolic Mamba for Sequential Recommendation0
ID-Agnostic User Behavior Pre-training for Sequential Recommendation0
ID-centric Pre-training for Recommendation0
Intelligent Model Update Strategy for Sequential Recommendation0
IDNP: Interest Dynamics Modeling using Generative Neural Processes for Sequential Recommendation0
Towards More Robust and Accurate Sequential Recommendation with Cascade-guided Adversarial Training0
Image Fusion for Cross-Domain Sequential Recommendation0
Improve Temporal Awareness of LLMs for Sequential Recommendation0
Improving LLM Interpretability and Performance via Guided Embedding Refinement for Sequential Recommendation0
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