Depth May Decide Between AttnRes and Full Attention Residuals

Researchers debate residual write-back designs—why 2×sigmoid aids initialization—and whether attention residual vs. full attention residual rankings might shift at extreme depths of 100+ layers, given currently near-tied benchmark results.

2026-08-28 ~ 2026-08-28 · 3 related posts

• Analyzing Residual Write-back: Why Use 2 x Sigmoid for Initialization? — stochasticchasm · 2026-08-28
• Would 100+ layers tip the scales between attnres and full attention residual? — stochasticchasm · 2026-08-28
• Exploring the impact of extreme depth on attention residual rankings — stochasticchasm · 2026-08-28