BBC NewsMessi or Ronaldo - who is the greatest of all time?
https://www.bbc.com/sport/football/videos/c3v2gg2ldr5o?at_medium=RSS&at_campaign=rss
Osna.FM
Periodistas Unidos¿Un avance real en seguridad? 🧐 No te pierdas la columna de Eduardo Ibarra Aguirre sobre la reducción de casi el 50% en homicidios dolosos durante los últimos 20 meses y lo que implican estos datos. Lee el artículo de opinión aquí. 👇 #NoticiasMéxico #Debate #Estrategia
https://zurl.co/OR1VA
https://zurl.co/OR1VA
Kpop News HubPopular Rookie Idol’s Shockingly Bright Skin Tone Sparks Debate #Bright #Debate #Idols #Popular #Rookie #Shockingly #Skin #Sparks #Tone
https://kpopnewshub.com/popular-rookie-idols-shockingly-bright-skin-tone-sparks-debate/?fsp_sid=31370
https://kpopnewshub.com/popular-rookie-idols-shockingly-bright-skin-tone-sparks-debate/?fsp_sid=31370
Gif's Artidoteresearchers investigating the #sasquatch people of the woods discuss how to best protect & treat them with respect & dignity.
#GifsArtidote: if authorities had to admit their existence, human rights would apply, but they're so illusive & strong with abilities we don't possess, they can't be controlled..
Temagami Bigfoot Summit
poison punkresearchers investigating the #sasquatch people of the woods discuss how to best protect & treat them with respect & dignity.
#GifsArtidote: if authorities had to admit their existence, human rights would apply, but they're so illusive & strong with abilities we don't possess, they can't be controlled.
therefore so-called #science lies & dissappears #DNA evidence, bc their parasitic systems will collapse when truth comes out to the world. #disclosure
Temagami Bigfoot Summit
N-gated Hacker NewsAh, the classic #scholarly debate: do #Transformers need more than one shiny hat to party? 🤖🎩 Spoiler alert: apparently, someone thought it was worth 2606.04032 pages to answer this. Meanwhile, the real question is, how many #projections does it take to screw in a lightbulb? 😂💡
https://arxiv.org/abs/2606.04032 #Debate #Transformers #Hats #Lightbulb #Humor #HackerNews #ngated
https://arxiv.org/abs/2606.04032 #Debate #Transformers #Hats #Lightbulb #Humor #HackerNews #ngated
Do Transformers Need Three Projections? Systematic Study of QKV Variants
Transformers have become the standard solution for various AI tasks, with the query, key, and value (QKV) attention formulation playing a central role. However, the individual contribution of these three projections and the impact of omitting some remain poorly understood. We systematically evaluate three projection sharing constraints: a) Q-K=V (shared key-value), b) Q=K-V (shared query-key), and c) Q=K=V (single projection). The last two variants produce symmetric attention maps; to address this, we also explore asymmetric attention via 2D positional encodings. Through experiments spanning synthetic tasks, vision (MNIST, CIFAR, TinyImageNet, anomaly), and language modeling (300M and 1.2B parameter models on 10B tokens), we discovered that our transformers perform on par or occasionally better than the QKV transformer. In language modeling, Q-K=V projection sharing achieves 50% KV cache reduction with only 3.1% perplexity degradation. Crucially, projection sharing is complementary to head sharing (GQA/MQA): combining Q-K=V with GQA-4 yields 87.5% cache reduction, while Q-K=V + MQA achieves 96.9%, enabling practical on-device inference. We show that Q-K=V preserves quality because keys and values can occupy similar representational spaces and attention operates in a low-rank regime, whereas Q=K-V breaks attention directionality. Our results systematically characterize projection sharing as an underexplored instance of weight tying in attention, with direct, quantifiable inference memory benefits, particularly valuable for edge deployment. The code is publicly available at https://github.com/anushamadan02/Do-Transformers-Need-3-Projections
Hacker NewsIPv6 zones in URLs are a mistake
https://xeiaso.net/notes/2026/ipv6-zones-go-url/
#HackerNews #IPv6 #URLs #mistakes #internet #debate #tech #news
Conflict over identity politics could lead to civil war in long term, says Badenoch
https://www.bbc.com/news/articles/ce9pll8943no?at_medium=RSS&at_campaign=rss
Conflict over identity politics could lead to civil war in long term, says Badenoch
https://www.bbc.com/news/articles/ce9pll8943no?at_medium=RSS&at_campaign=rss