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Volkan Cevher

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@CevherLIONS

Professor of Electrical Engineering, EPFL.
Amazon Scholar (AGI Foundations). IEEE Fellow. ELLIS Fellow.
Lausanne, Switzerland lions.epfl.ch Joined January 2013
721 Following 3.8K Followers 1.4K Posts

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Volkan Cevher Verified account @CevherLIONS
Batch size is one of the most important and most debated questions in large-scale training.

We still rely on heuristics:

linear scaling (Goyal et al)

critical batch size (McClandlish et al.)

hyperparameter transfer (Yang et al.)

We show that under a fixed token budget, there is a derived scaling law:

BS ≍ T²⁄³

Paper: arxiv.org/abs/2603.21191
🧵
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Volkan Cevher Verified account @CevherLIONS
A little (batch-size) déjà vu 🙂 this Saturday.

Scion and BST Scaling Rule should be a big part of this story, but you would not know from reading these posts.

Let me show you why. 1/8
Xingyu Dang Verified account @xingyudang Oct 9
Which optimizer is best? It turns out the answer can change with batch size!

We perform a comprehensive sweep and find the best BSZ scaling rule depends on settings and can't be derived from early theories like SDE or convex bound!
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Volkan Cevher Verified account @CevherLIONS
All super impressive. Unique games conjecture: Full claim. This hits home.
OpenAI Verified account @OpenAI Oct 6
We’re releasing a broad range of new mathematical results produced by an internal frontier model.

We’ve been consulting with the independent Advisory Group on Mathematics and Artificial Intelligence at the Institute for Advanced Study, and we have drawn on their advice and public recommendations to inform how we release these results.

github.com/openai/math
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Volkan Cevher Verified account @CevherLIONS
Another one bites the dust: Dr. @LucaViano4

Sometimes I think about what makes a graduate student great. Is it hard work? is it independence? Is it intelligence? Is it creativity? For Luca, the answer is "yes."

Over the years, not only was he brilliant in his papers and collaborations, he has also shown himself to be an excellent teacher. I came to realize how much I relied on him.

Quite proud of him. Looking forward to seeing his next steps as an ETHZ AI Center Postdoc Fellow and beyond. You will be missed at LIONS.
Luca Viano @LucaViano4 Jul 22
Happy to announce that I have officially completed my PhD!

Thank you very much @CevherLIONS and @neu_rips for your supervision; to all the people I was lucky to work with; and to @arkrause, @NicoloCB and @canondetortugas for being part of the committee.

Link to the thesis 👇
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