- A survey of sequential recommendation systems: Techniques, evaluation . . .
We provide an overview of the techniques employed in sequential recommendation systems, discuss evaluation methodologies, and highlight future research directions
- [2412. 12770] A Survey on Sequential Recommendation - arXiv. org
In this survey, we study the SR problem from a new perspective (i e , the construction of an item's properties), and summarize the most recent techniques used in sequential recommendation such as pure ID-based SR, SR with side information, multi-modal SR, generative SR, LLM-powered SR, ultra-long SR and data-augmented SR
- A survey on sequential recommendation
In this survey, we study the SR problem from a new perspective (i e , the construction of an item’s properties), and summarize the most recent techniques used in sequential recommendation such as multi-modal SR, generative SR, LLM-powered SR, ultra-long SR, and data-augmented SR
- A survey of sequential recommendation systems: Techniques . . .
Comprehensive Taxonomy and Classification Evaluation Metrics and Methodologies Identification of Challenges and Future Directions Novel Insights into Advanced Models
- A survey of sequential recommendation systems: : Techniques, evaluation . . .
We provide an overview of the techniques employed in sequential recommendation systems, discuss evaluation methodologies, and highlight future research directions We categorize existing approaches based on their underlying principles and evaluate their effectiveness in various application domains
- Sequential Recommendation System Based on Deep Learning: A Survey - MDPI
This paper focuses on analyzing three dominant technical paradigms: contrastive learning, graph neural networks, and attention mechanisms, elucidating their theoretical innovations and evolutionary trajectories in sequential recommendation systems
- A survey of sequential recommendation systems: Techniques, evaluation . . .
We provide an overview of the techniques employed in sequential recommendation systems, discuss evaluation methodologies, and highlight future research directions
- A survey of sequential recommendation systems: Techniques . . .
We provide an overview of the techniques employed in sequential recommendation systems, discuss evaluation methodologies, and highlight future research directions We categorize existing approaches based on their underlying principles and evaluate their effectiveness in various application domains
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