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Session-Based Recommendations
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Recommendation based on a sequence of events. e.g. next item prediction
논문
이 태스크와 하위 분야의 관련 논문입니다. 실제 성능 비교는 평가 결과에서 확인하세요.
Rethinking Contrastive Learning in Session-based Recommendation
A Survey on Side Information-driven Session-based Recommendation: From a Data-centric Perspective
Linear Item-Item Model with Neural Knowledge for Session-based Recommendation
Distilling Transitional Pattern to Large Language Models for Multimodal Session-based Recommendation
Unsupervised Graph Embeddings for Session-based Recommendation with Item Features
SPGL: Enhancing Session-based Recommendation with Single Positive Graph Learning
Multi-Graph Co-Training for Capturing User Intent in Session-based Recommendation
Active Large Language Model-based Knowledge Distillation for Session-based Recommendation
Language Model Evolutionary Algorithms for Recommender Systems: Benchmarks and Algorithm Comparisons
GRAINRec: Graph and Attention Integrated Approach for Real-Time Session-Based Item Recommendations
Guided Diffusion-based Counterfactual Augmentation for Robust Session-based Recommendation
Optimizing Encoder-Only Transformers for Session-Based Recommendation Systems
Enhancing Attributed Graph Networks with Alignment and Uniformity Constraints for Session-based Recommendation
Item Cluster-aware Prompt Learning for Session-based Recommendation
Enhancing Sequential Music Recommendation with Negative Feedback-informed Contrastive Learning
Incorporating Like-Minded Peers to Overcome Friend Data Sparsity in Session-Based Social Recommendations
Graph and Sequential Neural Networks in Session-based Recommendation: A Survey
A GNN Model with Adaptive Weights for Session-Based Recommendation Systems
Multi-intent-aware Session-based Recommendation
Disentangling ID and Modality Effects for Session-based Recommendation
A Simple Yet Effective Approach for Diversified Session-Based Recommendation
Re2LLM: Reflective Reinforcement Large Language Model for Session-based Recommendation
Explainable Session-based Recommendation via Path Reasoning
Side Information-Driven Session-based Recommendation: A Survey
Integrating Large Language Models with Graphical Session-Based Recommendation
InteraRec: Screenshot Based Recommendations Using Multimodal Large Language Models
Multi-view Intent Learning and Alignment with Large Language Models for Session-based Recommendation
Enhancing ID and Text Fusion via Alternative Training in Session-based Recommendation
Performance Comparison of Session-based Recommendation Algorithms based on GNNs
Enhancing User Intent Capture in Session-Based Recommendation with Attribute Patterns
On the Effectiveness of Unlearning in Session-Based Recommendation
Exploring Popularity Bias in Session-based Recommendation
Session-Based Recommendation by Exploiting Substitutable and Complementary Relationships from Multi-behavior Data
Contrastive Multi-Level Graph Neural Networks for Session-based Recommendation
Bi-Preference Learning Heterogeneous Hypergraph Networks for Session-based Recommendation
출처: Papers with Code · CC BY-SA 4.0. 아카이브 자료와 새로 수집한 논문은 별도로 관리합니다.