APA (7th ed.) Citation

Singh, P., Sharma, M., Dey, A., & Raman, B. (2025). Frozen in Time: Parameter-Efficient Time Series Transformers via Reservoir-Induced Feature Expansion and Fixed Random Dynamics.

Chicago Style (17th ed.) Citation

Singh, Pradeep, Mehak Sharma, Anupriya Dey, and Balasubramanian Raman. Frozen in Time: Parameter-Efficient Time Series Transformers via Reservoir-Induced Feature Expansion and Fixed Random Dynamics. 2025.

MLA (9th ed.) Citation

Singh, Pradeep, et al. Frozen in Time: Parameter-Efficient Time Series Transformers via Reservoir-Induced Feature Expansion and Fixed Random Dynamics. 2025.