Danila Sinopalnikov 리트윗함
Danila Sinopalnikov
259 posts

Danila Sinopalnikov 리트윗함

Today we are releasing the best open-weights model you can run on a single device reaching 1339 Elo on LMsys for Gemma 3 27B (aka zizou-10)!
Very strong capabilities on math, multilingual, coding, instruction following, function calling !
Clément Farabet@clmt
Gemma 3 is out! We are focused on bringing you open models with best capabilities while being fast and easy to deploy: - 27B lands an ELO of 1338, all the while still fitting on 1 single H100! - vision support to process mixed image/video/text content - extended context window of 128k - broad language support - function call / tool use for agentic workflows Try it out at aistudio.google.com/prompts/new_ch…
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Danila Sinopalnikov 리트윗함
Danila Sinopalnikov 리트윗함

Happy to introduce our paper MusicRL, the first music generation system finetuned with human preferences.
Paper link: arxiv.org/abs/2402.04229
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Danila Sinopalnikov 리트윗함

How is next-token prediction capable of such intelligent behavior? I’m very excited to share our work, where we study the fractal structure of language. TLDR: thinking of next-token prediction in language as “word statistics” is a big oversimplification!
arxiv.org/abs/2402.01825

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Danila Sinopalnikov 리트윗함

Acme, a framework for distributed RL research, has been updated to be cleaner, more modular, and to support more agents - including offline & imitation. Try it yourself!
GitHub: dpmd.ai/acme-github
Quickstart: dpmd.ai/acme-quickstart
V2 Paper: dpmd.ai/acme-paper 1/

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Danila Sinopalnikov 리트윗함

Really excited about open-sourcing Brax: think of it as Mujoco environments such as Humanoid but much faster, much cheaper, and implemented in Jax.
Result: you can train Ant to 50M steps in about 1.5min (~500k steps/s) on a free public Colab with TPU.
colab.research.google.com/github/google/…
bucket of kets@bucketofkets
Happy to announce the release of the differentiable rigid body physics engine I've been working on over the past year: Brax! github: github.com/google/brax arxiv: arxiv.org/abs/2106.13281 Interactive colab for training policies in the cloud: github.com/google/brax/bl…
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Danila Sinopalnikov 리트윗함

🚨 New preprint! 🚨
"There is no Turning Back: A Self-Supervised Approach to Reversibility-Aware RL"
w/ @NGrinsztajn & others
📜 arxiv.org/abs/2106.04480
Want to estimate how hard to reverse actions are?
Use reversibility for better exploration and control?
We got you!
🧵👇
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Danila Sinopalnikov 리트윗함

Introducing a new metric for quantifying the compositional generalization ability of #NaturalLanguageUnderstanding tasks on #MachineLearning systems, released with the new Compositional Freebase Questions dataset. Learn more at goo.gle/2wA28bT
GIF
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@sinopalnikov Hi, Did you take this photo? Can Fox News Network, LLC & Fox News Edge affiliates use on all platforms w/ credit? Do we need anyone else’s permission? Thank you.
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@sinopalnikov Hi Danila, Catherine here from @letemps. Could we please use this pic? And do you have a high res? I'll DM you our email address.
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@sinopalnikov Hi Danila. I work at ABC7 News in San Francisco. Did you take this photo? If so, may we use it on all ABC platforms and partners with credit to you?
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@sinopalnikov Hi Danila, Freya here from CBS news. Please could we use your photo across all platforms? Thanks
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@sinopalnikov Hi Danila, I'm from news.zing.vn . Can i have the permission to use your photo?
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@sinopalnikov Hi Danila, Adam here from Sky News in London. Is it possible to use your photo? Thanks
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@sinopalnikov Did you take this photo? If so, can we use it on BBC/ partner outlets? We'd credit you. Please follow and DM
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