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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 201250 of 554 papers

TitleStatusHype
An Analysis of Approaches Taken in the ACM RecSys Challenge 2018 for Automatic Music Playlist Continuation0
Lightweight Modality Adaptation to Sequential Recommendation via Correlation Supervision0
Learning to Learn a Cold-start Sequential Recommender0
Hierarchical Attention Fusion of Visual and Textual Representations for Cross-Domain Sequential Recommendation0
Learning to Structure Long-term Dependence for Sequential Recommendation0
Semantic Codebook Learning for Dynamic Recommendation Models0
GUESR: A Global Unsupervised Data-Enhancement with Bucket-Cluster Sampling for Sequential Recommendation0
G-STO: Sequential Main Shopping Intention Detection via Graph-Regularized Stochastic Transformer0
GOT4Rec: Graph of Thoughts for Sequential Recommendation0
GIMIRec: Global Interaction Information Aware Multi-Interest Framework for Sequential Recommendation0
GENET: Unleashing the Power of Side Information for Recommendation via Hypergraph Pre-training0
Generative Sequential Recommendation with GPTRec0
Gumble Softmax For User Behavior Modeling0
Leveraging Negative Signals with Self-Attention for Sequential Music Recommendation0
LLM4DSR: Leveraing Large Language Model for Denoising Sequential Recommendation0
Generating Negative Samples for Sequential Recommendation0
CoST: Contrastive Quantization based Semantic Tokenization for Generative Recommendation0
Generate and Instantiate What You Prefer: Text-Guided Diffusion for Sequential Recommendation0
Attention-based sequential recommendation system using multimodal data0
Contrastive Learning Method for Sequential Recommendation based on Multi-Intention Disentanglement0
Fusing Similarity Models with Markov Chains for Sparse Sequential Recommendation0
Generative Diffusion Models for Sequential Recommendations0
Freudian and Newtonian Recurrent Cell for Sequential Recommendation0
A Framework for Elastic Adaptation of User Multiple Intents in Sequential Recommendation0
Learning Graph ODE for Continuous-Time Sequential Recommendation0
GLINT-RU: Gated Lightweight Intelligent Recurrent Units for Sequential Recommender Systems0
Fisher-Weighted Merge of Contrastive Learning Models in Sequential Recommendation0
A Systematic Replicability and Comparative Study of BSARec and SASRec for Sequential Recommendation0
Filtering with Time-frequency Analysis: An Adaptive and Lightweight Model for Sequential Recommender Systems Based on Discrete Wavelet Transform0
Few-shot Model Extraction Attacks against Sequential Recommender Systems0
Learning Partially Aligned Item Representation for Cross-Domain Sequential Recommendation0
FELLAS: Enhancing Federated Sequential Recommendation with LLM as External Services0
Counterfactual Learning-Driven Representation Disentanglement for Search-Enhanced Recommendation0
Federated Mixture-of-Expert for Non-Overlapped Cross-Domain Sequential Recommendation0
Context-based Fast Recommendation Strategy for Long User Behavior Sequence in Meituan Waimai0
Farzi Data: Autoregressive Data Distillation0
HeterRec: Heterogeneous Information Transformer for Scalable Sequential Recommendation0
Learning to Augment for Casual User Recommendation0
Context-aware Sequential Recommendation0
A Survey on Sequential Recommendation0
FairSR: Fairness-aware Sequential Recommendation through Multi-Task Learning with Preference Graph Embeddings0
Confidence-aware Fine-tuning of Sequential Recommendation Systems via Conformal Prediction0
Facet-Aware Multi-Head Mixture-of-Experts Model for Sequential Recommendation0
CSRN: Collaborative Sequential Recommendation Networks for News Retrieval0
ID-Agnostic User Behavior Pre-training for Sequential Recommendation0
ID-centric Pre-training for Recommendation0
Extracting Attentive Social Temporal Excitation for Sequential Recommendation0
A Survey on Reinforcement Learning for Recommender Systems0
Learnable Model Augmentation Self-Supervised Learning for Sequential Recommendation0
Conditional Denoising Diffusion for Sequential Recommendation0
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