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When and Why SignSGD Outperforms SGD: A Theoretical Study Based on $ell_1$-norm Lower Bounds
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| Published in: | ArXiv cs.LG Recent Papers |
|---|---|
| Format: | Online Article RSS Article |
| Published: |
2026
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| _version_ | 1864764977701715976 |
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| collection | WordPress RSS FRELIP Feed Integration |
| container_title | ArXiv cs.LG Recent Papers |
| description | |
| discipline_display | Engineering & Technology |
| discipline_facet | Engineering & Technology |
| format | Online Article RSS Article |
| genre | Journal Article |
| id | rss_article:50318 |
| institution | FRELIP |
| journal_source_facet | ArXiv cs.LG Recent Papers |
| publishDate | 2026 |
| publishDateSort | 2026 |
| record_format | rss_article |
| spellingShingle | When and Why SignSGD Outperforms SGD: A Theoretical Study Based on $ell_1$-norm Lower Bounds ArXiv cs.LG Recent Papers Petroleum & Energy Engineering & Technology |
| sub_discipline_display | Petroleum & Energy |
| sub_discipline_facet | Petroleum & Energy |
| subject_display | ArXiv cs.LG Recent Papers Petroleum & Energy Engineering & Technology ArXiv cs.LG Recent Papers Petroleum & Energy Engineering & Technology |
| subject_facet | ArXiv cs.LG Recent Papers Petroleum & Energy Engineering & Technology |
| title | When and Why SignSGD Outperforms SGD: A Theoretical Study Based on $ell_1$-norm Lower Bounds |
| title_auth | When and Why SignSGD Outperforms SGD: A Theoretical Study Based on $ell_1$-norm Lower Bounds |
| title_full | When and Why SignSGD Outperforms SGD: A Theoretical Study Based on $ell_1$-norm Lower Bounds |
| title_fullStr | When and Why SignSGD Outperforms SGD: A Theoretical Study Based on $ell_1$-norm Lower Bounds |
| title_full_unstemmed | When and Why SignSGD Outperforms SGD: A Theoretical Study Based on $ell_1$-norm Lower Bounds |
| title_short | When and Why SignSGD Outperforms SGD: A Theoretical Study Based on $ell_1$-norm Lower Bounds |
| title_sort | when and why signsgd outperforms sgd: a theoretical study based on $ell_1$-norm lower bounds |
| topic | ArXiv cs.LG Recent Papers Petroleum & Energy Engineering & Technology |
| url | https://arxiv.org/abs/2605.06615v1 |