Research map / Federated learning and privacy / Privacy attacks and secure learning
PateGail: A Privacy-Preserving Mobility Trajectory Generator with Imitation Learning
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Use PateGail instead of IO-HMM | Mobility trajectory generation · ISP | Radius JSD: 0.1443 -> 0.0556 | Helped |
| Use PateGail instead of MoveSim | Mobility trajectory generation · ISP | DailyLoc JSD: 0.1130 -> 0.0381 | Helped |
| Use PateGail instead of MoveSim | Mobility trajectory generation · ISP | Distance JSD: 0.0245 -> 0.0051 | Helped |
| Use PateGail instead of MoveSim | Mobility trajectory generation · ISP | G-rank JSD: 0.0578 -> 0.0510 | Helped |
| Use PateGail instead of MoveSim | Mobility trajectory generation · ISP | I-rank JSD: 0.0816 -> 0.0096 | Helped |
| Use PateGail instead of TimeGeo | Mobility trajectory generation · GeoLife | Radius JSD: 0.0737 -> 0.0699 | Helped |
| Use PateGail instead of MoveSim | Mobility trajectory generation · GeoLife | DailyLoc JSD: 0.2467 -> 0.1046 | Helped |
| Use PateGail instead of MoveSim | Mobility trajectory generation · GeoLife | Distance JSD: 0.0138 -> 0.0130 | Helped |
| Use PateGail instead of MoveSim | Mobility trajectory generation · GeoLife | G-rank JSD: 0.0492 -> 0.0256 | Helped |
| Use PateGail instead of MoveSim | Mobility trajectory generation · GeoLife | I-rank JSD: 0.0408 -> 0.0176 | Helped |
Closest papers by meaning
- TraXion: Rethinking Pre-training Frameworks for Mobility and Beyond (NeurIPS 2026 · similarity 0.83)
- Generative Human Trajectory Recovery via Embedding-Space Conditional Diffusion (ICML 2025 · similarity 0.82)
- Pedestrian Trajectory Prediction with Missing Data: Datasets, Imputation, and Benchmarking (NeurIPS 2024 · similarity 0.82)
- Taming the Long Tail in Human Mobility Prediction (NeurIPS 2024 · similarity 0.82)
- Certified Human Trajectory Prediction (CVPR 2025 · similarity 0.82)
- RAPID: Retrieval Augmented Training of Differentially Private Diffusion Models (ICLR 2025 · similarity 0.81)
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