Cover Image

Performance Comparison of Session-based Recommendation Algorithms based on GNNs

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Shehzad, Faisal, Jannach, Dietmar
Format:	Preprint
Published:	2023
Subjects:	Information Retrieval Artificial Intelligence
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

A Worrying Reproducibility Study of Intent-Aware Recommendation Models
by: Shehzad, Faisal, et al.
Published: (2025)

Rethinking Group Recommender Systems in the Era of Generative AI: From One-Shot Recommendations to Agentic Group Decision Support
by: Jannach, Dietmar, et al.
Published: (2025)

A Survey on Popularity Bias in Recommender Systems
by: Klimashevskaia, Anastasiia, et al.
Published: (2023)

Controlled Personalization in Legacy Media Online Services: A Case Study in News Recommendation
by: Holzleitner, Marlene, et al.
Published: (2025)

Recommender Systems for Good (RS4Good): Survey of Use Cases and a Call to Action for Research that Matters
by: Jannach, Dietmar, et al.
Published: (2024)

A Survey on Intent-aware Recommender Systems
by: Jannach, Dietmar, et al.
Published: (2024)

Explainable Session-based Recommendation via Path Reasoning
by: Cao, Yang, et al.
Published: (2024)

Disentangling ID and Modality Effects for Session-based Recommendation
by: Zhang, Xiaokun, et al.
Published: (2024)

A Survey of Foundation Model-Powered Recommender Systems: From Feature-Based, Generative to Agentic Paradigms
by: Huang, Chengkai, et al.
Published: (2025)

Enhancing ID and Text Fusion via Alternative Training in Session-based Recommendation
by: Li, Juanhui, et al.
Published: (2024)

Distilling Transitional Pattern to Large Language Models for Multimodal Session-based Recommendation
by: Su, Jiajie, et al.
Published: (2025)

Calibrated Recommendations: Survey and Future Directions
by: da Silva, Diego Corrêa, et al.
Published: (2025)

Hierarchical Intent-guided Optimization with Pluggable LLM-Driven Semantics for Session-based Recommendation
by: Chen, Jinpeng, et al.
Published: (2025)

Multi-view Intent Learning and Alignment with Large Language Models for Session-based Recommendation
by: Qiao, Shutong, et al.
Published: (2024)

A Survey on Point-of-Interest Recommendations Leveraging Heterogeneous Data
by: Wang, Zehui, et al.
Published: (2023)

SessionRec: Next Session Prediction Paradigm For Generative Sequential Recommendation
by: Huang, Lei, et al.
Published: (2025)

AlphaFree: Recommendation Free from Users, IDs, and GNNs
by: Jeon, Minseo, et al.
Published: (2026)

Item Cluster-aware Prompt Learning for Session-based Recommendation
by: Yang, Wooseong, et al.
Published: (2024)

Bid Farewell to Seesaw: Towards Accurate Long-tail Session-based Recommendation via Dual Constraints of Hybrid Intents
by: Wang, Xiao, et al.
Published: (2025)

Spatio-Temporal Contrastive Learning Enhanced GNNs for Session-based Recommendation
by: Wan, Zhongwei, et al.
Published: (2022)

Optimizing Encoder-Only Transformers for Session-Based Recommendation Systems
by: Redjdal, Anis, et al.
Published: (2024)

Session-based Recommender Systems: User Interest as a Stochastic Process in the Latent Space
by: Balcer, Klaudia, et al.
Published: (2025)

A Simple Yet Effective Approach for Diversified Session-Based Recommendation
by: Yin, Qing, et al.
Published: (2024)

A GNN Model with Adaptive Weights for Session-Based Recommendation Systems
by: Özbay, Begüm, et al.
Published: (2024)

Reproducibility of LLM-based Recommender Systems Research: Worrying Observations from an Initial Analysis
by: Shehzad, Faisal, et al.
Published: (2026)

MOSAIC: Multi-Domain Orthogonal Session Adaptive Intent Capture for Prescient Recommendations
by: Bahi, Abderaouf, et al.
Published: (2026)

Exploiting Inter-Session Information with Frequency-enhanced Dual-Path Networks for Sequential Recommendation
by: He, Peng, et al.
Published: (2025)

Green Recommender Systems: Optimizing Dataset Size for Energy-Efficient Algorithm Performance
by: Arabzadeh, Ardalan, et al.
Published: (2024)

Eliminating Out-of-Domain Recommendations in LLM-based Recommender Systems: A Unified View
by: Liao, Hao, et al.
Published: (2025)

CUPID: A Real-Time Session-Based Reciprocal Recommendation System for a One-on-One Social Discovery Platform
by: Kim, Beomsu, et al.
Published: (2024)

ULTRA:Urdu Language Transformer-based Recommendation Architecture
by: Bashir, Alishbah, et al.
Published: (2026)

Enhancing ID-based Recommendation with Large Language Models
by: Chen, Lei, et al.
Published: (2024)

A Novel Mamba-based Sequential Recommendation Method
by: Yuan, Jun
Published: (2025)

A Survey on LLM-based News Recommender Systems
by: Wang, Rongyao, et al.
Published: (2025)

Time-Aware Diffusion based on Preference Disentanglement for Generative Recommendation
by: Zhu, Bangguo, et al.
Published: (2026)

BiVRec: Bidirectional View-based Multimodal Sequential Recommendation
by: Hu, Jiaxi, et al.
Published: (2024)

AOTree: Aspect Order Tree-based Model for Explainable Recommendation
by: Zhao, Wenxin, et al.
Published: (2024)

Pareto Front Approximation for Multi-Objective Session-Based Recommender Systems
by: Wilm, Timo, et al.
Published: (2024)

Implementation of Recommendation Algorithm based on Recommendation Sessions in E-commerce IT System
by: Malinowski, Michał
Published: (2024)

DReX: An Explainable Deep Learning-based Multimodal Recommendation Framework
by: Shyam, Adamya, et al.
Published: (2026)