# Epileptic seizure prediction via multidimensional transformer and recurrent neural network fusion

*PRI Rank #2 · Topics and Trends in Most Cited Epilepsy research and treatment Papers, Class of 2026*

*Canonical URL: https://pri.pepkio.com/top-papers/epilepsy-research-and-treatment/2026/rank-2*

| Field | Value |
| --- | --- |
| Rank | #2 |
| 18m citations | 59 |
| Journal | Journal of Translational Medicine |
| Year | 2024 |
| DOI | 10.1186/s12967-024-05678-7 |
| Corresponding authors | Wen-Xin Pan |
| Institution | Qufu Normal University, China |

**Ranking page:** [Topics and Trends in Most Cited Epilepsy research and treatment Papers, Class of 2026](https://pri.pepkio.com/top-papers/epilepsy-research-and-treatment/2026)

**Paper link:** [10.1186/s12967-024-05678-7](https://doi.org/10.1186/s12967-024-05678-7)

## Topics

Seizure prediction · multidimensional Transformer model · LSTM-GRU fusion · recurrent neural network · short-time Fourier transform · EEG classification · Time-frequency feature extraction · gating mechanism · University of Bonn EEG dataset · CHB-MIT dataset · binary classification task · tertiary classification task · seizure detection sensitivity · seizure detection specificity · Temporal feature extraction · frequency feature learning

## Cite this ranking

```
Pepkio Research Index (PRI). Topics and Trends in Most Cited Epilepsy research and treatment Papers, Class of 2026. https://pri.pepkio.com/top-papers/epilepsy-research-and-treatment/2026. Accessed 2026-07-14.

Zheng Su, Tinsley Li, Thematic Shifts in Early-High-Impact Cancer Genomics and Diagnostics Research: A Bibliometric and Semantic Analysis. bioRxiv 2026.07.04.736459; doi: https://doi.org/10.64898/2026.07.04.736459
```