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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 201–250 of 554 papers

TitleStatusHype
A Framework for Elastic Adaptation of User Multiple Intents in Sequential Recommendation—0
X-Cross: Dynamic Integration of Language Models for Cross-Domain Sequential Recommendation—0
Bridge the Domains: Large Language Models Enhanced Cross-domain Sequential Recommendation—0
Hierarchical Attention Fusion of Visual and Textual Representations for Cross-Domain Sequential Recommendation—0
Improving Sequential Recommenders through Counterfactual Augmentation of System ExposureCode0
Adaptive Long-term Embedding with Denoising and Augmentation for RecommendationCode0
Improving LLM Interpretability and Performance via Guided Embedding Refinement for Sequential Recommendation—0
CROSSAN: Towards Efficient and Effective Adaptation of Multiple Multimodal Foundation Models for Sequential RecommendationCode0
Slow Thinking for Sequential Recommendation—0
JEPA4Rec: Learning Effective Language Representations for Sequential Recommendation via Joint Embedding Predictive Architecture—0
A Novel Mamba-based Sequential Recommendation Method—0
Diversity-aware Dual-promotion Poisoning Attack on Sequential Recommendation—0
BBQRec: Behavior-Bind Quantization for Multi-Modal Sequential Recommendation—0
AdaptRec: A Self-Adaptive Framework for Sequential Recommendations with Large Language Models—0
Test-Time Alignment for Tracking User Interest Shifts in Sequential Recommendation—0
Filtering with Time-frequency Analysis: An Adaptive and Lightweight Model for Sequential Recommender Systems Based on Discrete Wavelet Transform—0
Think Before Recommend: Unleashing the Latent Reasoning Power for Sequential Recommendation—0
Learnable Sequence Augmenter for Triplet Contrastive Learning in Sequential Recommendation—0
Recommendation System in Advertising and Streaming Media: Unsupervised Data Enhancement Sequence Suggestions—0
Federated Mixture-of-Expert for Non-Overlapped Cross-Domain Sequential Recommendation—0
LLMSeR: Enhancing Sequential Recommendation via LLM-based Data Augmentation—0
Bridging Textual-Collaborative Gap through Semantic Codes for Sequential Recommendation—0
Benchmarking LLMs in Recommendation Tasks: A Comparative Evaluation with Conventional Recommenders—0
Semantic Retrieval Augmented Contrastive Learning for Sequential Recommendation—0
HeterRec: Heterogeneous Information Transformer for Scalable Sequential Recommendation—0
Semantic Gaussian Mixture Variational Autoencoder for Sequential RecommendationCode0
Lightweight yet Efficient: An External Attentive Graph Convolutional Network with Positional Prompts for Sequential RecommendationCode0
LLM-based User Profile Management for Recommender System—0
Unsupervised Graph Embeddings for Session-based Recommendation with Item FeaturesCode0
Breaking the Clusters: Uniformity-Optimization for Text-Based Sequential RecommendationCode0
SS4Rec: Continuous-Time Sequential Recommendation with State Space ModelsCode0
TD3: Tucker Decomposition Based Dataset Distillation Method for Sequential RecommendationCode0
A Zero-Shot Generalization Framework for LLM-Driven Cross-Domain Sequential Recommendation—0
Improving Minimax Group Fairness in Sequential RecommendationCode0
Distinguished Quantized Guidance for Diffusion-based Sequence Recommendation—0
Multi-Grained Patch Training for Efficient LLM-based RecommendationCode0
ABXI: Invariant Interest Adaptation for Task-Guided Cross-Domain Sequential RecommendationCode0
Style4Rec: Enhancing Transformer-based E-commerce Recommendation Systems with Style and Shopping Cart Information—0
Intent-Interest Disentanglement and Item-Aware Intent Contrastive Learning for Sequential Recommendation—0
An Efficient Attention Mechanism for Sequential Recommendation Tasks: HydraRec—0
Image Fusion for Cross-Domain Sequential Recommendation—0
Molar: Multimodal LLMs with Collaborative Filtering Alignment for Enhanced Sequential Recommendation—0
Towards a Unified Paradigm: Integrating Recommendation Systems as a New Language in Large Models—0
Lightweight yet Fine-grained: A Graph Capsule Convolutional Network with Subspace Alignment for Shared-account Sequential RecommendationCode0
LLM is Knowledge Graph Reasoner: LLM's Intuition-aware Knowledge Graph Reasoning for Cold-start Sequential Recommendation—0
A Survey on Sequential Recommendation—0
Future Sight and Tough Fights: Revolutionizing Sequential Recommendation with FENRecCode0
Multimodal Difference Learning for Sequential Recommendation—0
Preference Discerning with LLM-Enhanced Generative Retrieval—0
PRECISE: Pre-training Sequential Recommenders with Collaborative and Semantic Information—0
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