Saved in:
| Main Authors: | , , , |
|---|---|
| Format: | Preprint |
| Published: |
2026
|
| Subjects: | |
| Online Access: | https://arxiv.org/abs/2603.15823 |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
| _version_ | 1866914577193631744 |
|---|---|
| author | Dimitrieski, Naum Honecker, Maria Christine Scherer, Carsten Ebenbauer, Christian |
| author_facet | Dimitrieski, Naum Honecker, Maria Christine Scherer, Carsten Ebenbauer, Christian |
| contents | In this paper, an input-to-state Lyapunov function for the RMSProp optimization algorithm is introduced. Global asymptotic stability of the RMSProp algorithm for constant step sizes and robustness properties with respect to arbitrary bounded time-varying step size rules are established. |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2603_15823 |
| institution | arXiv |
| publishDate | 2026 |
| record_format | arxiv |
| spellingShingle | Global Stability and Step Size Robustness of RMSProp Dimitrieski, Naum Honecker, Maria Christine Scherer, Carsten Ebenbauer, Christian Optimization and Control In this paper, an input-to-state Lyapunov function for the RMSProp optimization algorithm is introduced. Global asymptotic stability of the RMSProp algorithm for constant step sizes and robustness properties with respect to arbitrary bounded time-varying step size rules are established. |
| title | Global Stability and Step Size Robustness of RMSProp |
| topic | Optimization and Control |
| url | https://arxiv.org/abs/2603.15823 |