Horace He
Researcher
2
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2
EPISODES
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Search complete. 2 mentions across 2 episodes found for "Horace He".
Oct 16, 2026
Stanford CME295 Transformers and LLMs | Autumn 2026 | Lecture 2 - Large Language Models
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101:37Afshine Amidi and Shervine AmidiHOST
In theory, it should still be deterministic, but there is this concept of batch invariance that is not respected in some, in some cases.
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101:47Afshine Amidi and Shervine AmidiHOST
And I strongly recommend this blog from Horace He, uh, as a great piece of reading.
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101:54Afshine Amidi and Shervine AmidiHOST
So he goes through the exact reason.
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101:57Afshine Amidi and Shervine AmidiHOST
And if you want me to break it down to you, it all goes to the floating point's non-asso-associativity with respect to the addition operation, where the order of addition does matter on the result that you get.
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Unknown podcast
Same GPU, Same Weights, Different Answers
Oct 12 · 1 Mention
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14:37CornHOST
Now let's do determinism because that's the part I've been waiting for.
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14:41Herman PoppleberryHOST
Thinking Machines Lab, Horace He, September 2025.
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14:45Herman PoppleberryHOST
The popular explanation is that concurrency plus floating point makes inference non-deterministic.
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14:51Herman PoppleberryHOST
That explanation is incomplete.