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Deep learning paper reviews, blogs about machine learning techniques, LLM discussions

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Latest Issues

To Copy or Not to Copy? The Secret to Faster LLMs Isn’t Just Copy-Pasting

We thought accelerating LLMs using text “copy-paste” (surprise, this is a thing, and we’ll describe it shortly) was a magic bullet. Or so we thought.

Well, I’ll spill the secret so as not to keep you in suspense, it involves copying combin...

10 days ago
1

Self-Play Pretraining with Zero Data

We’ve gotten used to the idea that training a massive, powerful language model requires insane amounts of data (hundreds of terabytes), preferably generated by humans.

I absolutely love papers that make me revisit concepts I learned decade...

13 days ago
2

From Homework Solvers to Autonomous Researchers: The AI That Learned to Invent Math

Poincaré said: “Science is built up with facts, as a house is with stones. But a collection of facts is no more a science than a heap of stones is a house.”

And indeed, LLMs are now producing results that eluded human mathematicians for de...

15 days ago
2

The Return of the Dinosaur: Why SGD is Suddenly Beating AdamW

We keep pushing the AdamW optimization mechanism into every neural network training like it’s on autopilot, and “burning” (well, okay, heating them up) tons of GPU memory along the way.

By the way, I recently reviewed the Muon optimizer an...

20 days ago
1

Jev, three days in: what is known, what is guessed, and what it is good for

TypeSafe AI left stealth on Sep, 15 with one model, Jev, named after the economist William Stanley Jevons. The founder, Diogo Almeida, is a former OpenAI researcher who worked on the instruction-following methods behind ChatGPT (TypeSafe)....

23 days ago
19
3

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  • Mike Erlihson, Mathy AI

    Seasoned Data Scientist and Math PhD with >20 years of experience in a wide range of algorithm development/data domains

  • Shmulik Cohen | AI Superhero

    AI Engineer at Apiiro. I write AI Superhero - practical posts on what actually happens when you put models, agents, and security tooling into production. Less hype, more of what I learned the hard way.

  • Shimon Moyal

    AI & Data Engineer

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