Research map / Probabilistic and scientific modeling / Variational and generative sampling
A Diversified Generative Latent Variable Model for WiFi-SLAM
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 |
|---|---|---|---|
| add diversity-encouraging prior to GPLVM latent variables | GPLVM-based WiFi-SLAM · WiFi-SLAM trace dataset (Ferris et al. 2007) | path reconstruction / mean localization error | Helped |
| use GPLVM instead of Isomap for initial path estimation | Isomap · WiFi-SLAM trace dataset (Ferris et al. 2007) | path reconstruction / mean localization error | Helped |
| plain GPLVM without diversity prior | GPLVM-based WiFi-SLAM · WiFi-SLAM trace dataset (Ferris et al. 2007) | path reconstruction / mean localization error | Hurt |
Closest papers by meaning
- Multitarget Device-Free Localization via Cross-Domain Wi-Fi RSS Training Data and Attentional Prior Fusion (AAAI 2024 · similarity 0.83)
- Physics-Informed Generative Modeling of Wireless Channels (ICML 2025 · similarity 0.80)
- Model-Driven Deep Neural Network for Enhanced AoA Estimation Using 5G gNB (AAAI 2024 · similarity 0.79)
- CSI-Bench: A Large-Scale In-the-Wild Dataset for Multi-task WiFi Sensing (NeurIPS 2025 · similarity 0.79)
- MNE-SLAM: Multi-Agent Neural SLAM for Mobile Robots (CVPR 2025 · similarity 0.79)
- Query Quantized Neural SLAM (AAAI 2025 · similarity 0.79)
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.