Liquid Time-constant Networks
Abstract & Details
Research Area
INFORMATION SCIENCE AND EGINEERING
Keywords
-
Abstract
Liquid Time-Constant Networks (LTCs) are a new type of time-continuous recurrent neural networks (RNNs) that use linear first-order dynamical systems with nonlinear connected gates. This review study investigates LTCs. Compared to conventional RNNs, LTCs are more stable and expressive in capturing intricate temporal connections since they dynamically modulate their time-constants. We provide an overview of the theoretical underpinnings of LTCs, highlighting their expressive potential in latent trajectory space and their stable and constrained behaviour. Their improved performance on time-series prediction problems is demonstrated empirically. There is also discussion of the ramifications of these developments and possible future paths.
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Author Information
| # | Name | Institute / Affiliation |
|---|---|---|
| 1 | Pradeep Nayak | ALVAS INSTITUE OF ENGINEERING AND TECHNOLOGY |
| 2 | Ankitha B | ALVAS INSTITUE OF ENGINEERING AND TECHNOLOGY |
| 3 | Bhumika S K | ALVAS INSTITUE OF ENGINEERING AND TECHNOLOGY |
| 4 | Satheesh D S | ALVAS INSTITUE OF ENGINEERING AND TECHNOLOGY |
| 5 | Sreejith R | ALVAS INSTITUE OF ENGINEERING AND TECHNOLOGY |
How to Cite
Use the following formats to cite this article in your research.
APA Style
Nayak, Pradeep, B, Ankitha, K, Bhumika S, S, Satheesh D, & R, Sreejith (2024). Liquid Time-constant Networks. International Journal of Advance Research and Innovative Ideas In Education, 10(6), 2051-2060.
MLA Style
Nayak, Pradeep, et al. "Liquid Time-constant Networks." International Journal of Advance Research and Innovative Ideas In Education, vol. 10, no. 6, 2024, pp. 2051-2060.
IEEE Style
Pradeep Nayak, Ankitha B, Bhumika S K, Satheesh D S, and Sreejith R, "Liquid Time-constant Networks," International Journal of Advance Research and Innovative Ideas In Education, vol. 10, no. 6, pp. 2051-2060, 2024.
Vancouver Style
Nayak Pradeep, B Ankitha, K Bhumika S, S Satheesh D, R Sreejith. Liquid Time-constant Networks. International Journal of Advance Research and Innovative Ideas In Education. 2024;10(6):2051-2060.
Harvard Style
Nayak, Pradeep, B, Ankitha, K, Bhumika S, S, Satheesh D, & R, Sreejith (2024) 'Liquid Time-constant Networks', International Journal of Advance Research and Innovative Ideas In Education, 10(6), pp. 2051-2060.
Chicago Style
Nayak, Pradeep, et al. "Liquid Time-constant Networks." International Journal of Advance Research and Innovative Ideas In Education 10, no. 6 (2024): 2051-2060.
Turabian Style
Nayak, Pradeep, et al. "Liquid Time-constant Networks." International Journal of Advance Research and Innovative Ideas In Education 10, no. 6 (2024): 2051-2060.
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