Research map / Time series / Long-term forecasting
Probabilistic Transformer For Time Series Analysis
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 second stochastic layer (ablation) | one-layer ProTran · TRAFFIC | CRPSsum (lower better): 0.031 -> 0.028 | Helped |
| add context attention (ablation) | one-layer ProTran · TRAFFIC | CRPSsum (lower better): 0.033 -> 0.031 | Helped |
| add stochastic latent variables to w_t (vs deterministic) (ablation) | one-layer ProTran · TRAFFIC | CRPSsum (lower better): 0.041 -> 0.031 | Helped |
| use ProTran instead of TimeGrad | forecasting · TRAFFIC | CRPSsum (lower better): 0.044 -> 0.028 | Helped |
| use ProTran instead of TimeGrad | forecasting · ELECTRICITY, WIKIPEDIA | CRPSsum (lower better): 0.021 -> 0.016 (ELECTRICITY); 0.049 -> 0.047 (WIKIPEDIA) | No clear effect |
| use ProTran instead of DLow | human motion prediction · Human3.6M, HumanEva-I | ADE/FDE (lower better): ADE 0.425 -> 0.381, FDE 0.518 -> 0.491 (Human3.6M); ADE 0.251 -> 0.258, FDE 0.268 -> 0.255 (HumanEva-I) | Mixed |
Closest papers by meaning
- SAMformer: Unlocking the Potential of Transformers in Time Series Forecasting with Sharpness-Aware Minimization and Channel-Wise Attention (ICML 2024 · similarity 0.90)
- Latent Diffusion Transformer for Probabilistic Time Series Forecasting (AAAI 2024 · similarity 0.90)
- Considering Nonstationary within Multivariate Time Series with Variational Hierarchical Transformer for Forecasting (AAAI 2024 · similarity 0.90)
- HDT: Hierarchical Discrete Transformer for Multivariate Time Series Forecasting (AAAI 2025 · similarity 0.89)
- Timer: Generative Pre-trained Transformers Are Large Time Series Models (ICML 2024 · similarity 0.88)
- TEMPO: Prompt-based Generative Pre-trained Transformer for Time Series Forecasting (ICLR 2024 · similarity 0.88)
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.