Research map / Architectures and efficiency / RNNs and normalization
Where to Go Next: Modeling Long- and Short-Term User Preferences for Point-of-Interest Recommendation
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| LSTPM (nonlocal long-term + geo-dilated LSTM short-term) vs best baseline | next-POI recommender · Foursquare | Recall@5: 0.3110 -> 0.3372 | Helped |
| LSTPM vs best baseline DRCF | next-POI recommender · Gowalla | Recall@5: 0.1709 -> 0.2021 | Helped |
| add short-term module to long-term-only model (ablation) | LSTPM · Foursquare | Recall@5: 0.3121 -> 0.3372 | Helped |
| add long-term nonlocal module to short-term-only model (ablation) | LSTPM · Foursquare | Recall@5: 0.2187 -> 0.3372 | Helped |
| add long-term nonlocal module to short-term-only model (ablation) | LSTPM · Gowalla | Recall@5: 0.1539 -> 0.2021 | Helped |
| add geo-dilated LSTM to standard LSTM in short-term module (ablation) | LSTPM-S · Foursquare and Gowalla | Recall/NDCG | Helped |
| longer user history | LSTPM · Foursquare and Gowalla | Recall/NDCG | Helped |
Closest papers by meaning
- Enhancing Long-and Short-Term Representations for Next POI Recommendations via Frequency and Hierarchical Contrastive Learning (AAAI 2025 · similarity 0.88)
- GeoMamba: Towards Multi-granular POI Recommendation with Geographical State Space Model (AAAI 2025 · similarity 0.87)
- LS-TGNN: Long and Short-Term Temporal Graph Neural Network for Session-Based Recommendation (AAAI 2025 · similarity 0.86)
- SPOT-Trip: Dual-Preference Driven Out-of-Town Trip Recommendation (NeurIPS 2025 · similarity 0.86)
- Learning Time Slot Preferences via Mobility Tree for Next POI Recommendation (AAAI 2024 · similarity 0.86)
- Auto Encoding Neural Process for Multi-interest Recommendation (AAAI 2025 · similarity 0.86)
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