Jeanty Myers HEI2MAN
11.5K posts

Jeanty Myers HEI2MAN
@roobeano
🍕🌮🍺🍣🏈🏀⚽️ are some of my favorite things. Love being an uncle and I ❤️ my family. I ❤️ my friends. Idahome. Likes and retweets are not endorsements.



Introducing 𝑨𝒕𝒕𝒆𝒏𝒕𝒊𝒐𝒏 𝑹𝒆𝒔𝒊𝒅𝒖𝒂𝒍𝒔: Rethinking depth-wise aggregation. Residual connections have long relied on fixed, uniform accumulation. Inspired by the duality of time and depth, we introduce Attention Residuals, replacing standard depth-wise recurrence with learned, input-dependent attention over preceding layers. 🔹 Enables networks to selectively retrieve past representations, naturally mitigating dilution and hidden-state growth. 🔹 Introduces Block AttnRes, partitioning layers into compressed blocks to make cross-layer attention practical at scale. 🔹 Serves as an efficient drop-in replacement, demonstrating a 1.25x compute advantage with negligible (<2%) inference latency overhead. 🔹 Validated on the Kimi Linear architecture (48B total, 3B activated parameters), delivering consistent downstream performance gains. 🔗Full report: github.com/MoonshotAI/Att…

It's all love between Venezuela and Japan fans.


Legislation has been filed in Congress to put Charlie Kirk on U.S. coinage.





























