SOTAVerified

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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 51–100 of 554 papers

TitleStatusHype
LLM-based User Profile Management for Recommender System—0
Lost in Sequence: Do Large Language Models Understand Sequential Recommendation?Code1
Unsupervised Graph Embeddings for Session-based Recommendation with Item FeaturesCode0
Breaking the Clusters: Uniformity-Optimization for Text-Based Sequential RecommendationCode0
A Contextual-Aware Position Encoding for Sequential RecommendationCode1
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
Hierarchical Time-Aware Mixture of Experts for Multi-Modal Sequential RecommendationCode1
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
RaSeRec: Retrieval-Augmented Sequential RecommendationCode1
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
Augmenting Sequential Recommendation with Balanced Relevance and DiversityCode1
Multimodal Difference Learning for Sequential Recommendation—0
Preference Discerning with LLM-Enhanced Generative Retrieval—0
Scaling Sequential Recommendation Models with TransformersCode1
Temporal Linear Item-Item Model for Sequential RecommendationCode1
PRECISE: Pre-training Sequential Recommenders with Collaborative and Semantic Information—0
ULMRec: User-centric Large Language Model for Sequential Recommendation—0
Pre-train, Align, and Disentangle: Empowering Sequential Recommendation with Large Language ModelsCode1
Precision Profile Pollution Attack on Sequential Recommenders via Influence Function—0
Oracle-guided Dynamic User Preference Modeling for Sequential RecommendationCode1
Optimizing Sequential Recommendation Models with Scaling Laws and Approximate Entropy—0
Unifying Generative and Dense Retrieval for Sequential Recommendation—0
Break the ID-Language Barrier: An Adaption Framework for Sequential Recommendation—0
GOT4Rec: Graph of Thoughts for Sequential Recommendation—0
Data Watermarking for Sequential Recommender SystemsCode0
Multi-Grained Preference Enhanced Transformer for Multi-Behavior Sequential RecommendationCode0
Item Association Factorization Mixed Markov Chains for Sequential Recommendation—0
Few-shot Model Extraction Attacks against Sequential Recommender Systems—0
Counterfactual Learning-Driven Representation Disentanglement for Search-Enhanced Recommendation—0
LLM-based Bi-level Multi-interest Learning Framework for Sequential Recommendation—0
Efficient and Effective Adaptation of Multimodal Foundation Models in Sequential Recommendation—0
Transferable Sequential Recommendation via Vector Quantized Meta Learning—0
LinRec: Linear Attention Mechanism for Long-term Sequential Recommender SystemsCode1
Facet-Aware Multi-Head Mixture-of-Experts Model for Sequential Recommendation—0
DivNet: Diversity-Aware Self-Correcting Sequential Recommendation Networks—0
Breaking Determinism: Fuzzy Modeling of Sequential Recommendation Using Discrete State Space Diffusion Model—0
Show:102550
← PrevPage 2 of 12Next →

No leaderboard results yet.