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Session-Based Recommendations

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

Papers

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Showing 1–50 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
InteraRec: Screenshot Based Recommendations Using Multimodal Large Language Models—0
Integrating Large Language Models with Graphical Session-Based Recommendation—0
Multi-view Intent Learning and Alignment with Large Language Models for Session-based RecommendationCode0
Enhancing ID and Text Fusion via Alternative Training in Session-based RecommendationCode0
Performance Comparison of Session-based Recommendation Algorithms based on GNNs—0
Enhancing User Intent Capture in Session-Based Recommendation with Attribute PatternsCode1
On the Effectiveness of Unlearning in Session-Based RecommendationCode0
Session-Based Recommendation by Exploiting Substitutable and Complementary Relationships from Multi-behavior Data—0
Exploring Popularity Bias in Session-based Recommendation—0
Contrastive Multi-Level Graph Neural Networks for Session-based Recommendation—0
Bi-Preference Learning Heterogeneous Hypergraph Networks for Session-based RecommendationCode0
TempGNN: Temporal Graph Neural Networks for Dynamic Session-Based Recommendations—0
Context-aware Session-based Recommendation with Graph Neural NetworksCode0
Beyond Co-occurrence: Multi-modal Session-based RecommendationCode1
SR-PredictAO: Session-based Recommendation with High-Capability Predictor Add-OnCode0
Hierarchical Multi-Task Learning Framework for Session-based Recommendations—0
Towards Communication-Efficient Model Updating for On-Device Session-Based RecommendationCode0
Scaling Session-Based Transformer Recommendations using Optimized Negative Sampling and Loss FunctionsCode1
Language-Enhanced Session-Based Recommendation with Decoupled Contrastive Learning—0
Amazon-M2: A Multilingual Multi-locale Shopping Session Dataset for Recommendation and Text GenerationCode0
Mining Interest Trends and Adaptively Assigning SampleWeight for Session-based Recommendation—0
Pseudo Session-Based Recommendation with Hierarchical Embedding and Session AttributesCode0
Learning Similarity among Users for Personalized Session-Based Recommendation from hierarchical structure of User-Session-Item—0
Self Contrastive Learning for Session-based RecommendationCode1
Dual Intent Enhanced Graph Neural Network for Session-based New Item RecommendationCode1
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