SOTAVerified

Session-Based Recommendations

Recommendation based on a sequence of events. e.g. next item prediction

Papers

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Showing 1–25 of 172 papers

TitleStatusHype
Hierarchical Intent-guided Optimization with Pluggable LLM-Driven Semantics for Session-based RecommendationCode0
Rethinking Contrastive Learning in Session-based RecommendationCode0
A Survey on Side Information-driven Session-based Recommendation: From a Data-centric Perspective—0
Linear Item-Item Model with Neural Knowledge for Session-based RecommendationCode0
Distilling Transitional Pattern to Large Language Models for Multimodal Session-based Recommendation—0
Unsupervised Graph Embeddings for Session-based Recommendation with Item FeaturesCode0
SPGL: Enhancing Session-based Recommendation with Single Positive Graph LearningCode0
Active Large Language Model-based Knowledge Distillation for Session-based Recommendation—0
Multi-Graph Co-Training for Capturing User Intent in Session-based RecommendationCode0
Language Model Evolutionary Algorithms for Recommender Systems: Benchmarks and Algorithm Comparisons—0
GRAINRec: Graph and Attention Integrated Approach for Real-Time Session-Based Item Recommendations—0
Guided Diffusion-based Counterfactual Augmentation for Robust Session-based Recommendation—0
Optimizing Encoder-Only Transformers for Session-Based Recommendation Systems—0
Enhancing Attributed Graph Networks with Alignment and Uniformity Constraints for Session-based RecommendationCode0
Item Cluster-aware Prompt Learning for Session-based Recommendation—0
Enhancing Sequential Music Recommendation with Negative Feedback-informed Contrastive LearningCode0
Incorporating Like-Minded Peers to Overcome Friend Data Sparsity in Session-Based Social Recommendations—0
Graph and Sequential Neural Networks in Session-based Recommendation: A Survey—0
A GNN Model with Adaptive Weights for Session-Based Recommendation Systems—0
Multi-intent-aware Session-based RecommendationCode1
Disentangling ID and Modality Effects for Session-based RecommendationCode1
A Simple Yet Effective Approach for Diversified Session-Based RecommendationCode0
Re2LLM: Reflective Reinforcement Large Language Model for Session-based Recommendation—0
Explainable Session-based Recommendation via Path Reasoning—0
Side Information-Driven Session-based Recommendation: A Survey—0
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