Preprint derives oracle inequalities for mixture-of-experts models
The paper presents theoretical bounds on estimation error for dense and sparse mixture-of-experts models, quantifying the statistical cost of adaptive routing.
Precision reporting, analysis, and signal from the Automatica newsroom.
The paper presents theoretical bounds on estimation error for dense and sparse mixture-of-experts models, quantifying the statistical cost of adaptive routing.
The proposed BSIPipe method uses bidirectional interleaved pipelines to improve LLM training throughput. Experiments on GPT and LLaMA3 show speedups of up to 1.13x over existing baselines.
The paper frames structured pruning as a basis-selection problem rather than only a choice of which coordinates to remove. Its reported gains cover several benchmark categories, but the available source is limited to an unreviewed abstract.
The framework aims to address challenges in adopting, using, and debugging existing RL frameworks for agentic tasks, which involve external tool invocation, multi-turn interactions, and long-horizon decision-making.
Maybe we should start a competitor to Amazon 🤔
amazon is blocking grok @bots from ordering, and elon's answer is just have your bot buy it somewhere else. one of my grok bots only handles my amazon returns, so i'm watching this one closely. would you switch stores for your bot? 🛒 Elon, i think its time for an X Shop? 👀
New Roadster is beyond movies, beyond imagination, beyond human, yet still made by humans on Earth
This works well. If Grok @Bot makes a mistake with a purchase or leaks your card (never happened yet), SpaceX will make you whole.
Grok @bot booked a flight for me today the entire process was really really easy…..I send a photo of my credit card and it did the entire process…. Tbh, last time I booked, the website was way too confusing…. It’s not an easy website, and Grok Bot did perfectly well and
Everyone wants to have solved a hard problem, but almost nobody wants to live inside the grind of actually solving it. The breakthroughs belong to the few who are obsessed with the process, not just the idea of the outcome
We now have state-of-the-art pre-trained base models in the 3T-parameter weight class, built entirely in-house at MAI. Post-training results coming soon -- stay tuned! Lots of details in our technical blog post. microsoft.ai/news/frontier-… Show more
Confirmed! Argon absolutely nails data analysis and excel tasks Just flipped it on in production An insanely huge quality jump compared to Opus, and it's cheaper too ♥️