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[QA] Re-Introducing LayerNorm: Geometric Meaning, Irreversibility and a Comparative Study with RMSNorm
Manage episode 440815402 series 3524393
This paper explores the geometric implications of LayerNorm in transformers, revealing its irreversibility and redundancy, and advocates for RMSNorm as a more efficient alternative with similar performance.
https://arxiv.org/abs//2409.12951
YouTube: https://www.youtube.com/@ArxivPapers
TikTok: https://www.tiktok.com/@arxiv_papers
Apple Podcasts: https://podcasts.apple.com/us/podcast/arxiv-papers/id1692476016
Spotify: https://podcasters.spotify.com/pod/show/arxiv-papers
--- Support this podcast: https://podcasters.spotify.com/pod/show/arxiv-papers/support
1669 episódios
Manage episode 440815402 series 3524393
This paper explores the geometric implications of LayerNorm in transformers, revealing its irreversibility and redundancy, and advocates for RMSNorm as a more efficient alternative with similar performance.
https://arxiv.org/abs//2409.12951
YouTube: https://www.youtube.com/@ArxivPapers
TikTok: https://www.tiktok.com/@arxiv_papers
Apple Podcasts: https://podcasts.apple.com/us/podcast/arxiv-papers/id1692476016
Spotify: https://podcasters.spotify.com/pod/show/arxiv-papers
--- Support this podcast: https://podcasters.spotify.com/pod/show/arxiv-papers/support
1669 episódios
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