Research map / Graph learning / Knowledge and temporal graphs
Graph Heterogeneous Multi-Relational Recommendation
Read the paperCheck your idea against 108,967 papers
AI-extracted summary. Written by AI from the paper's title only (no summary yet). Numbers and claims can be wrong or missing context, so check the paper before you cite or build on it.
Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Use relation-aware graph propagation and multi-task learning instead of EHCF | GHCF · Beibei | HR@100: 0.4312 -> 0.4711 | Helped |
| Use relation-aware graph propagation and multi-task learning instead of EHCF | GHCF · Taobao | HR@100: 0.2211 -> 0.2599 | Helped |
| Add view interactions to purchase interactions (ablation) | GHCF · Beibei and Taobao | HR@100 | Helped |
| Add add-to-cart interactions to purchase interactions (ablation) | GHCF · Beibei and Taobao | HR@100 | Helped |
| Add both view and add-to-cart interactions (ablation) | GHCF · Beibei and Taobao | HR@100 | Helped |
| Increase propagation depth from 1 to 4 layers (ablation) | GHCF · Beibei | HR@100: 0.4569 -> 0.4711 | Helped |
| Increase propagation depth from 1 to 4 layers (ablation) | GHCF · Taobao | HR@100: 0.2473 -> 0.2599 | Helped |
| Increase propagation depth from 4 to 5 layers (ablation) | GHCF · Beibei and Taobao | HR@100: 0.4711 -> 0.4681; 0.2599 -> 0.2558 | Hurt |
Closest papers by meaning
- Revisiting Graph Based Collaborative Filtering: A Linear Residual Graph Convolutional Network Approach (AAAI 2020 · similarity 0.92)
- Multi-Component Graph Convolutional Collaborative Filtering (AAAI 2020 · similarity 0.91)
- Semantic Enhanced Heterogeneous Hypergraph Network for Collaborative Filtering (AAAI 2025 · similarity 0.90)
- LGMRec: Local and Global Graph Learning for Multimodal Recommendation (AAAI 2024 · similarity 0.88)
- Beyond Graph Convolution: Multimodal Recommendation with Topology-aware MLPs (AAAI 2025 · similarity 0.88)
- DOGE: LLMs-Enhanced Hyper-Knowledge Graph Recommender for Multimodal Recommendation (AAAI 2025 · similarity 0.87)
Writing a paper in this area? scime draft is a free LaTeX editor with AI included, real-time co-authors and a check of your references and venue rules before you submit. It also imports OpenAI Prism projects.